diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 151546ff5202ec2d841d6612d8a326aaed30911a..93022329fea4c5317dc14844838b520d955c7213 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": "20260531T000035Z", - "generated_at": "2026-05-31T00:04:30Z", + "snapshot_id": "20260531T060031Z", + "generated_at": "2026-05-31T06:08:06Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1423,18 +1423,18 @@ ] }, { - "cluster_id": "cluster-45081-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", "status": "open", "confidence": 0.8, - "canonical_issue_number": 45081, - "canonical_pr_number": 45317, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, "issue_numbers": [ - 45081 + 45561 ], "pr_numbers": [ - 45086, - 45317 + 45639, + 45645 ], "evidence_types": [ "closing_reference", @@ -1443,37 +1443,53 @@ ], "pr_comparisons": [ { - "left_pr_number": 45086, - "right_pr_number": 45317, - "code_similarity": 0.589, - "size_similarity": 0.34, + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.494, + "size_similarity": 0.619, "file_overlap": 0.5, - "area_overlap": 1.0, - "patch_similarity": 0.136, + "area_overlap": 0.434, + "patch_similarity": 0.451, "shared_filenames": [ - "src/transformers/tokenization_utils_tokenizers.py" + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" ], "shared_file_areas": [ { - "filename": "src/transformers/tokenization_utils_tokenizers.py", + "filename": "src/transformers/testing_utils.py", "left_ranges": [ [ - 1360, - 1370 + 3595, + 3602 ], [ - 1374, - 1380 + 3819, + 3853 ] ], "right_ranges": [ [ - 1360, - 1370 + 3525, + 3558 ], [ - 1374, - 1380 + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 ] ] } @@ -1482,18 +1498,18 @@ ] }, { - "cluster_id": "cluster-45561-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", "status": "open", "confidence": 0.8, - "canonical_issue_number": 45561, - "canonical_pr_number": 45645, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, "issue_numbers": [ - 45561 + 45081 ], "pr_numbers": [ - 45639, - 45645 + 45086, + 45317 ], "evidence_types": [ "closing_reference", @@ -1502,53 +1518,37 @@ ], "pr_comparisons": [ { - "left_pr_number": 45639, - "right_pr_number": 45645, - "code_similarity": 0.532, - "size_similarity": 0.619, + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, "file_overlap": 0.5, - "area_overlap": 0.543, - "patch_similarity": 0.451, + "area_overlap": 1.0, + "patch_similarity": 0.136, "shared_filenames": [ - "src/transformers/testing_utils.py", - "tests/utils/test_testing_utils.py" + "src/transformers/tokenization_utils_tokenizers.py" ], "shared_file_areas": [ { - "filename": "src/transformers/testing_utils.py", + "filename": "src/transformers/tokenization_utils_tokenizers.py", "left_ranges": [ [ - 3529, - 3536 + 1360, + 1370 ], [ - 3753, - 3787 + 1374, + 1380 ] ], "right_ranges": [ [ - 3525, - 3558 + 1360, + 1370 ], [ - 3782, - 3788 - ] - ] - }, - { - "filename": "tests/utils/test_testing_utils.py", - "left_ranges": [ - [ - 1, - 86 - ] - ], - "right_ranges": [ - [ - 1, - 114 + 1374, + 1380 ] ] } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 86c98a9bec8f01283af0ca3e3c03d08ee87a2e02..3cd661806a6ca6a2b060afcdc84a4988dbd8746d 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": "20260531T000035Z", - "generated_at": "2026-05-31T00:04:30Z", + "snapshot_id": "20260531T060031Z", + "generated_at": "2026-05-31T06:08:06Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 1, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:24643", "issue:30277", @@ -30,6 +30,7 @@ "issue:41762", "issue:42915", "issue:43039", + "issue:43296", "issue:43425", "issue:43541", "issue:43572", @@ -46,9 +47,8 @@ "issue:44509", "issue:44512", "issue:44560", + "issue:44589", "issue:44805", - "issue:44841", - "issue:44863", "issue:44918", "issue:45081", "issue:45161", @@ -56,16 +56,16 @@ "issue:45464", "issue:45507", "issue:45685", - "issue:45812", + "issue:45800", "issue:45823", "issue:45859", "issue:45874", "issue:45901", "issue:45902", - "issue:45920", "issue:46015", "issue:46165", - "issue:46294" + "issue:46294", + "issue:46304" ], "soft_pairs": [ "issue:44322|issue:45464", @@ -84,8 +84,8 @@ "issue:44805|issue:45823", "issue:43638|issue:44805", "issue:43638|issue:46165", - "issue:43596|issue:44805", "issue:44805|issue:46294", + "issue:43596|issue:44805", "issue:44805|issue:45161", "issue:44560|issue:46165", "issue:43596|issue:46165", @@ -121,87 +121,85 @@ "issue:43827|issue:44512", "issue:43716|issue:44560", "issue:43828|issue:45685", - "issue:44918|issue:45685", + "issue:44560|issue:45685", "issue:43039|issue:43828", "issue:30277|issue:36331", "issue:34928|issue:36010", "issue:45237|issue:46015", "issue:43039|issue:44805", - "issue:39290|issue:41720", + "issue:45800|issue:46304", + "issue:43296|issue:46304", "issue:41762|issue:43596", + "issue:39290|issue:41720", "issue:43901|issue:44512", - "issue:45237|issue:45901", + "issue:44589|issue:46304", "issue:45823|issue:46294", - "issue:44841|issue:45823", - "issue:43039|issue:44560", - "issue:43975|issue:46015", - "issue:45812|issue:45920", - "issue:44863|issue:46015" + "issue:45237|issue:45901" ], - "prepared_review_unit_hash": "a733d04bd55dd91f50c55b6bb3d9a41dc1782ce889ccd3704fd89476cfd78525", + "prepared_review_unit_hash": "8c18238b7e82d3ce7cbc219514d6739641f057b404485e9c8cb2c3f20b0759e4", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 69, - "serialized_chars": 48479, - "estimated_input_tokens": 12120, - "estimated_eval_tokens": 24496 + "soft_pair_count": 67, + "serialized_chars": 47822, + "estimated_input_tokens": 11956, + "estimated_eval_tokens": 24168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports with a few true duplicate clusters: ZeRO-3 index-out-of-bounds on model load, a v5 AutoTokenizer token-ID regression, and Qwen3_5Moe rotary-embedding/offload materialization. Most other soft matches are broad-similarity false positives and should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "The broadest open report for the tokenizer regression cluster: it covers wrong token IDs across multiple model families, making it the best dedupe anchor among the accepted duplicates.", + "summary": "Most items are unrelated. The only clear duplicate cluster is the DeepSpeed ZeRO-3 index-out-of-bounds reports around Bert/Gemma3 model loading; the docs, dtype-mismatch, MoE, and API issues are distinct.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43638 is the clearest/broadest phrasing of the shared ZeRO-3 loading bug, with the same \"index 0 out of bounds for dimension 0 with size 0\" failure pattern as the other Bert/Gemma3 reports.", "canonical_pr_reason": null, - "best_issue_reason": "Most comprehensive and actionable issue in the set for the v5 AutoTokenizer token-ID bug; it generalizes the Granite-specific report to the wider affected models.", + "best_issue_reason": "43638 is the best representative issue because it states the concrete failure mode and scenario most clearly while matching the other ZeRO-3 index-error reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing config field vs chat/completions streaming API behavior." + "reason": "Different Qwen3.5 failures: missing config field vs streaming chat API behavior." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/platform bug; AMD GPU failure is unrelated to the MPS histogram Int error." + "reason": "Different bugs: AMD GPU inference failure vs MPS histogram op on Int tensors." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and code paths; image-preprocessor dtype mismatch is not the GPT-OSS AMD GPU issue." + "reason": "Both are model/runtime failures, but the triggers and error classes differ." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different dtype/device problems on different models; not the same bug." + "reason": "Different concrete dtype-mismatch path and model; not the same bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different failure modes: GPU runtime issue vs invalid method call in a MoE model." + "reason": "Unrelated model failures with no shared code-path indicated by the titles." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different models and symptoms; NVFP4 runtime error is not the AMD GPU bug." + "reason": "Different model-specific runtime problems; no evidence of the same underlying bug." }, { "left": "issue:30277", @@ -213,253 +211,331 @@ "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different inference/export stack issues with no shared code path." + "reason": "ONNX export failure vs FP8 config failure are different issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export failure vs auto device-mapping cuda assert; unrelated." + "reason": "Different models and error modes; not the same bug." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Task crash vs docs/example freshness; not the same underlying bug." + "reason": "Both are issue-style reports, but one is a task crash and the other is outdated docs/examples." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they target different removed features and pages." + "reason": "Both are docs regressions, but they concern different removed features." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import failure are separate issues." + "reason": "ONNX export error vs missing GenerationMixin import are unrelated." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training-related bugs: SFT input-embedding handling vs resuming with trust_remote_code." + "reason": "TRL SFT input-embedding unpacking and resume-training trust-remote-code are different problems." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape IndexError and Gemma4 device mismatch are different problems." + "reason": "Mask-shape mismatch and device-mapping mismatch are different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are errors, but one is ZeRO-3 empty-index loading and the other is a mask/tensor shape mismatch." + "reason": "Different runtime errors: zero-size index error vs mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Unrelated training-resume issue; no shared code path with the ZeRO-3 Bert bug." - }, - { - "left": "issue:43596", - "right": "issue:44805", - "accept": false, - "reason": "Different error signatures and mechanisms; not the same bug." - }, - { - "left": "issue:44805", - "right": "issue:46294", - "accept": false, - "reason": "Different multimodal shape mismatch vs chat-template video token mismatch." + "reason": "Different problem domains and error signatures." }, { - "left": "issue:44805", + "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different failures; mask indexing bug is unrelated to GPT-OSS TP support." + "reason": "Zero-3 loading IndexError vs TP-only MoE issue are not the same bug." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Different features entirely; video StopIteration is unrelated to resume/trust_remote_code." + "reason": "Video chat-template mismatch and training-resume issue are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different training/resume bug, not the ZeRO-3 index error." + "reason": "ZeRO-3 load IndexError vs resume/trust-remote-code issue are different." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Config regression vs training-resume issue; unrelated." + "reason": "Config field regression vs training-resume issue are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset handling and ONNX export are unrelated." + "reason": "BarkProcessor voice preset bug and ModernBERT ONNX export bug are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both are distributed/DeepSpeed-related, but they are different failure modes and likely different fixes." + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is a zero-size index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds loading failure on BERT; different model wording, same underlying empty-tensor bug." + "reason": "Same ZeRO-3 loading IndexError ('size 0'/'index 0 out of bounds') on Bert models; same underlying bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/reload mismatch are different bugs." + "reason": "Incorrect detokenization and LoRA merge/save mismatch are different issues." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger-kernel cross_entropy routing and GPT-OSS TP support are unrelated." + "reason": "Liger cross-entropy path and TP-only MoE issue are different code paths." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime failure vs LoRA save/load consistency issue." + "reason": "Unrelated model/runtime failure vs LoRA merge/save inconsistency." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the concrete errors and code paths are different." + "reason": "Different DeepSpeed failures: weight shape error vs collective mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP tensor recomputation mismatch is unrelated to the mask-shape error." + "reason": "Activation-checkpointing/FSDP tensor recomputation and mask-shape mismatch are different bugs." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3_5Moe rotary-embedding/offload state issue; one report describes CPU offload, the other meta-to_empty materialization symptoms." + "accept": false, + "reason": "Same model component, but different concrete failures: CPU offload incompatibility vs uninitialized memory after materialization." }, { - "left": "issue:43638", - "right": "issue:45161", + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "ZeRO-3 Bert loading bug and GPT-OSS tensor-parallel support issue are unrelated." + "reason": "Gemma3 config attribute error and Mistral regex tokenizer crash are unrelated." }, { - "left": "issue:43716", - "right": "issue:45507", + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "Different model-specific bugs with no shared code path." + "reason": "Device-map forward mismatch and expensive reverse embedding lookup are distinct issues." }, { - "left": "issue:44560", - "right": "issue:46165", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "Video embedding failure is unrelated to resume/trust_remote_code behavior." + "reason": "Torch/version incompatibility and Qwen-3-8B NVFP4 runtime failure are unrelated." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:45161", "accept": false, - "reason": "Different backend/device bugs; autocast dtype mismatch is unrelated to the MPS Int histogram error." + "reason": "Both mention model execution problems, but the dtype-mismatch autocast bug is not the TP-only MoE bug." }, { - "left": "issue:39290", - "right": "issue:45081", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "Gemma3 config/vLLM issue and Mistral tokenizer regex crash are unrelated." + "reason": "Grouped_mm tracing failure and image-preprocessor dtype mismatch are different problems." }, { - "left": "issue:45823", - "right": "issue:45874", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "Device-mapping mismatch and reverse-embedding lookup cost are different Gemma4 issues." + "reason": "Different models and error classes; not the same bug." }, { - "left": "issue:43425", - "right": "issue:44292", + "left": "issue:43716", + "right": "issue:45685", "accept": false, - "reason": "Torch-version incompatibility and Qwen NVFP4 runtime failure are unrelated." + "reason": "Dtype mismatch in multimodal inference vs MPS histogram op limitation are unrelated." }, { - "left": "issue:34928", - "right": "issue:41720", + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT input-embedding unpacking and GPT-OSS TP-only failure are different issues." + }, + { + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "FSDP/activation-checkpointing mismatch is not the same as Qwen3 device-map cuda assert." + "reason": "Liger kernel cross-entropy call and TRL trainer embedding handling are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 loading IndexError class with the same empty-tensor/out-of-bounds failure pattern." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they cover different removed APIs/commands." + "reason": "Both are docs regressions, but they refer to different removed v5 commands/tasks." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal pipelines and different failure modes." + "reason": "Dtype mismatch and video StopIteration are different bugs." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to the MPS histogram Int limitation." + "reason": "Autocast dtype mismatch and MPS histogram Int limitation are unrelated." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "Different training/runtime issues; no same underlying bug." + "reason": "Video feature/token mismatch and MPS op support issue are unrelated." }, { "left": "issue:43039", - "right": "issue:44918", + "right": "issue:43828", "accept": false, - "reason": "Liger kernel cross-entropy routing and Qwen3.5 SFT embedding unpacking are different bugs." + "reason": "Different model path and failure mode; both are not the same concrete bug." }, { - "left": "issue:39290", - "right": "issue:41720", + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer kwarg error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP/checkpointing recomputation bug vs missing GenerationMixin import are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", "accept": false, - "reason": "Different models and different failure mechanisms." + "reason": "AMD GPU inference failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy issue and mask/tensor shape mismatch are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch/Transformers version incompatibility and USE_DISTRIBUTED=0 support regression are different issues." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL vLLM load failure and distributed-build support regression are unrelated." }, { "left": "issue:41762", - "right": "issue:43638", + "right": "issue:43596", "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds loading failure; model names differ, but the underlying empty-index bug is the same." + "reason": "Same ZeRO-3 empty-tensor IndexError during model loading; same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute regression and Qwen3 auto device-map cuda assert are unrelated." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Docs mention different deprecated behaviors; not one bug." + "reason": "TextClassificationPipeline docs issue and removed run-command docs issue are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure and USE_DISTRIBUTED=0 support regression are different problems." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device mismatch and Qwen3.5 video chat-template mismatch are unrelated." }, { "left": "issue:45237", - "right": "issue:46015", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and table QA crash are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45874", + "accept": false, + "reason": "Mask-shape mismatch and reverse embedding lookup cost bug are different." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram Int limitation are unrelated." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse embedding lookup regression and video token/template mismatch are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-tensor IndexError during Bert model loading; same underlying bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", "accept": false, - "reason": "AMD GPU runtime issue and outdated RAG docs are unrelated." + "reason": "Mask shape mismatch and Qwen3.5 video token mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are conservative enough from the available evidence. The tokenizer-regression cluster choice is also well-supported by the titles, with 45920 as the broad open anchor and 45812 as the Granite-specific report." + "feedback": "The summary is well-grounded in the packet, and the ZeRO-3 duplicate cluster is supported by the issue titles. The soft-edge verdicts are conservative overall, with the true positives limited to the near-identical IndexError/ZeRO-3 Bert/Gemma3 reports." }, "evaluator_used": true, "retried": false, @@ -472,20 +548,19 @@ "component_index": 1, "component_count": 18, "review_unit_index": 2, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:36010", - "issue:39186", "issue:39290", "issue:41093", "issue:41762", - "issue:43054", + "issue:43039", "issue:43296", "issue:43366", "issue:43404", @@ -500,12 +575,13 @@ "issue:43828", "issue:43854", "issue:43866", + "issue:43872", "issue:43975", - "issue:43994", "issue:44291", "issue:44292", "issue:44387", "issue:44479", + "issue:44560", "issue:44589", "issue:44805", "issue:44841", @@ -518,19 +594,26 @@ "issue:45161", "issue:45362", "issue:45464", - "issue:45542", "issue:45685", - "issue:45759", "issue:45800", + "issue:45812", "issue:45823", "issue:45901", - "issue:45902", + "issue:45920", "issue:46015", - "issue:46294" + "issue:46294", + "issue:46304" ], "soft_pairs": [ + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:45020|issue:46304", "issue:43866|issue:44863", "issue:44292|issue:46015", + "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:43854|issue:43866", "issue:41093|issue:43638", @@ -553,300 +636,307 @@ "issue:43296|issue:43366", "issue:43572|issue:45070", "issue:43541|issue:45161", - "issue:44805|issue:44918", "issue:44387|issue:45005", + "issue:44805|issue:44918", "issue:43828|issue:45464", "issue:44291|issue:45070", "issue:43366|issue:45464", + "issue:43716|issue:46294", "issue:43531|issue:45070", "issue:45020|issue:45800", - "issue:43716|issue:46294", - "issue:43541|issue:44589", "issue:44479|issue:46294", - "issue:41093|issue:43596", - "issue:43054|issue:43994", - "issue:45759|issue:45902", - "issue:45542|issue:45800", - "issue:43716|issue:44918", - "issue:39186|issue:44918" + "issue:43541|issue:44589", + "issue:41093|issue:43596" ], - "prepared_review_unit_hash": "f0c6b0cb4a8b1687b61198b468c970862258acbe9f1833f9b24e460ca7dafc3b", + "prepared_review_unit_hash": "9857738fa958e142a5b498275875ed6c3ba4725c422b88c5241711144cb060e2", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 40, - "serialized_chars": 38926, - "estimated_input_tokens": 9732, - "estimated_eval_tokens": 19720 + "soft_pair_count": 42, + "serialized_chars": 39562, + "estimated_input_tokens": 9891, + "estimated_eval_tokens": 20038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated transformers bug reports, with three clear duplicate-like subgroups: mask-shape IndexError, DeepSpeed ZeRO-3/Bert index-0 failure, and Qwen3.5 video-input regression. I only accepted pairs where the titles strongly indicate the same underlying bug.", - "confidence": 0.78, - "canonical_issue_reason": "issue:41093 is the best issue representative because it is the clearest and most active report for the mask/tensor shape-mismatch IndexError subgroup, and it has a near-exact duplicate in issue:44805.", + "summary": "This cluster is mostly noisy and spans many unrelated regressions. The strongest duplicate-like subgroup is the AutoTokenizer v5 token-ID regression, and there is also a plausible Qwen video-template regression pair. The ZeRO-3/Bert loading pair is too weak to treat as the same underlying defect from the evidence here.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 45920 is the best canonical issue because it is the broadest and most representative instance of the clearest real duplicate subgroup: a v5 AutoTokenizer token-ID regression affecting multiple model families.", "canonical_pr_reason": null, - "best_issue_reason": "Best overall issue in this mixed cluster: issue:41093, since it is a concrete, well-discussed bug report with the strongest duplicate signal among the issues here.", + "best_issue_reason": "Issue 45920 is the best overall issue candidate: open, broad, and directly representative of the clearest duplicate cluster in this packet.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different failure modes and model families: Voxtral processor loading vs Gemma4 device-map mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Both are inference bugs, but the concrete paths differ: Liger Kernel cross-entropy dispatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug vs outdated RAG examples; unrelated symptoms and code paths." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying regression class: AutoTokenizer returns wrong token IDs in v5; 45920 is the broader version across more model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint-loading failure for NemotronH vs documentation/examples issue; no shared bug." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both are version regressions, but one is remote_code breakage and the other is USE_DISTRIBUTED=0 PyTorch support; different code paths." + }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different models and failure modes: corrupted Ovis2 checkpoint vs NemotronH checkpoint-loading failure." + "reason": "Corrupted Ovis2 checkpoint vs NemotronH checkpoint-loading implementation issue; not the same defect." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Unrelated problems: Qwen-3-8B-NVFP4 load/runtime error vs outdated RAG examples." + "reason": "Model-loading TypeError from init_empty_weights/_is_hf_initialized vs examples/RAG content issue." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility vs distributed PyTorch support regression; unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but they target different models and different concrete failures." + "reason": "Both mention sliding_window, but one is a missing config attribute in vLLM and the other is a Qwen3-MoE model issue; not clearly the same bug." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7 load issue in tests is not the same bug as a corrupted Ovis2 checkpoint." + "reason": "Different model-loading failures for different checkpoints; no common underlying change." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexError reports, but the concrete failure patterns differ: mask-shape mismatch vs ZeRO-3 empty-tensor indexing." + "reason": "Both are ZeRO-3/Bert IndexError reports, but the failure setups and concrete symptoms differ enough that the shared-bug claim is too speculative." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/run failure and table-question-answering crash are unrelated." + "reason": "Whisper model load/run failure vs table-question-answering task crash; unrelated." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility and a pydantic PretrainedConfig regression are different issues." + "reason": "Torch compatibility complaint vs pydantic PretrainedConfig regression; different issues." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3/Bert index-0 failure is unrelated to torch/transformers version incompatibility." + "reason": "Both mention versioned incompatibilities, but one is ZeRO-3/Bert IndexError and the other is torch/transformers incompatibility; not the same bug." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Incorrect detokenization and table QA crashing are unrelated bugs." + "reason": "Detokenization regression vs table QA crash; no shared code path." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load/run failure does not match the PretrainedConfig pydantic regression." + "reason": "Whisper runtime failure vs PretrainedConfig/pydantic regression; unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat usage, but one is a crash with transformers chat and the other is a streaming chat/completions failure; not clearly the same code-path bug." + "reason": "Both are Qwen3.5 chat-related, but one is a crash with transformers chat and the other is streaming chat/completions API failure; too little evidence of the same bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to table-question-answering." + "reason": "Model initialization TypeError vs table-question-answering crash; different problems." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding_window_pattern and Gemma4 device mismatch are different bugs." + "reason": "Sliding-window config issue vs Gemma4 device mismatch; not the same underlying defect." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head weights in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + "reason": "Tied-weights bug in Mistral3 vs corrupted Ovis2 checkpoint; unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat/completions failure and MPS histogram int support are unrelated." + "reason": "Qwen3.5 streaming API failure vs MPS histogram Int error in MoE; different code paths." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm error is unrelated to an MPS histogram implementation issue." + "reason": "Grouped_mm tracing failure vs MPS histogram error; not the same bug." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different bugs." + "reason": "Both are dtype-related MoE issues, but one is torchdynamo grouped_mm tracing and the other is autocast mismatch; not clearly duplicate." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and non-template-node compile error are unrelated." + "reason": "Processor failure for Voxtral vs compiler/template node error; unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." + "reason": "ImportError for GenerationMixin vs Gemma3 sliding_window attribute error; different issues." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility and Gemma4 device mismatch are different issues." + "reason": "Torch/transformers compatibility vs Gemma4 device mismatch; not the same bug." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a ZeRO-3 zero-sized tensor access during Gemma3 loading." + "reason": "Both are ZeRO-3 loading errors, but the reported failures differ materially and involve different models/code paths." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are unrelated." + "reason": "PaddleOCR-VL loading failure vs GGUF gpt-oss support request; unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLm pad_token_idx regression and PretrainedConfig pydantic regression are different code paths." + "reason": "Missing pad_token_idx in StableLmConfig vs pydantic PretrainedConfig regression; different defects." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Mixtral torch-dynamo grouped_mm error is unrelated to GPT-OSS MoE tensor-parallelism behavior." + "reason": "Grouped_mm tracing failure vs GPT-OSS MoE tensor-parallel issue; no concrete overlap." }, { - "left": "issue:44805", - "right": "issue:44918", + "left": "issue:44387", + "right": "issue:45005", "accept": false, - "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking failure are unrelated." + "reason": "Int4 quantization OOM vs tied-weights translation-model regression; unrelated." }, { - "left": "issue:44387", - "right": "issue:45005", + "left": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Int4 OOM regression and tied-weights translation-model issue are unrelated." + "reason": "Mask shape mismatch and SFT embedding unpacking both affect sequence handling, but the symptoms and likely code paths are too different to treat as the same bug." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming chat/completions failure are different bugs." + "reason": "Phi-tiny-MoE autocast dtype mismatch vs Qwen3.5 streaming API failure; unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights unexpected argument and pydantic PretrainedConfig regression are not the same issue." + "reason": "Unexpected _is_hf_initialized argument in model loading vs pydantic PretrainedConfig breakage; different changes." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming failure are unrelated." + "reason": "GGUF gpt-oss support request vs Qwen3.5 streaming inference bug; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch vs Qwen3.5 video token/chat-template mismatch; different modalities and code paths." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and PretrainedConfig pydantic regression are unrelated." + "reason": "Qwen3-MoE sliding_window issue vs PretrainedConfig/pydantic regression; not the same bug." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code breakage and torch/transformers version incompatibility are different concerns." + "reason": "Remote_code regression and torch 2.4.1 compatibility complaint are both version-related but distinct." }, { - "left": "issue:43716", + "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3.5 video token mismatch." + "accept": true, + "reason": "Same Qwen video-input regression family: both report mismatches in video handling after v5.3.0, likely the same underlying template/token accounting bug." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and Float8 storage lookup failure are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:46294", - "accept": true, - "reason": "Both describe the same Qwen3.5/Qwen3.5-MoE video-input regression around video features/tokens and chat-template handling." + "reason": "MoE grouped_mm tracing issue vs Float8 storage lookup error; unrelated." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask-shape mismatch IndexError and ZeRO-3/Bert empty-tensor IndexError are different concrete failures." - }, - { - "left": "issue:43054", - "right": "issue:43994", - "accept": false, - "reason": "Siglip2 embedding quality complaint and Siglip2 nonsensical AutoModel/pipeline outputs may be related in theme, but they are not clearly the same underlying bug." - }, - { - "left": "issue:45759", - "right": "issue:45902", - "accept": false, - "reason": "Composite config unwrap behavior and Qwen3_5Moe rotary embedding materialization bug are unrelated." - }, - { - "left": "issue:45542", - "right": "issue:45800", - "accept": false, - "reason": "TensorBoard-without-TF backend issue is unrelated to torch/transformers compatibility." - }, - { - "left": "issue:43716", - "right": "issue:44918", - "accept": false, - "reason": "Mistral-3 dtype mismatch and Qwen3.5 embedding unpacking failure are unrelated." - }, - { - "left": "issue:39186", - "right": "issue:44918", - "accept": false, - "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking failure are unrelated." + "reason": "Both are IndexError reports, but the error shapes and affected setups differ; not enough to treat them as duplicates." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the duplicate/relatedness calls. The one accepted pair (44479, 46294) is well supported by the titles, and the canonical issue choice (41093) is reasonable given the near-exact duplicate 44805 and higher discussion activity. No obvious overstatement or risky mergeability claim." + "accept": false, + "feedback": "The summary is mostly grounded, and the tokenizer and Qwen video pairs look reasonable. However, the accepted 41093\u219443638 edge is too strong for the evidence in the packet: the titles share DeepSpeed ZeRO-3/Bert themes, but the failure modes and setups differ enough that calling them the same underlying defect overstates the evidence. Because the soft-edge verdicts are not all conservative, I can\u2019t accept the analysis." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -856,41 +946,40 @@ "component_index": 1, "component_count": 18, "review_unit_index": 3, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:36331", "issue:38175", + "issue:39186", "issue:39692", "issue:40990", "issue:41553", - "issue:41628", "issue:41762", "issue:42915", "issue:42947", "issue:43054", "issue:43404", - "issue:43493", "issue:43644", "issue:43645", + "issue:43716", "issue:43828", "issue:43866", "issue:43872", "issue:43873", - "issue:43881", "issue:43883", "issue:43950", "issue:43975", + "issue:43994", "issue:44292", "issue:44360", "issue:44387", "issue:44403", - "issue:44451", "issue:44492", "issue:44512", "issue:44530", @@ -902,24 +991,30 @@ "issue:44928", "issue:44960", "issue:45005", - "issue:45237", "issue:45399", "issue:45507", + "issue:45542", "issue:45632", "issue:45663", "issue:45698", "issue:45701", + "issue:45759", "issue:45800", "issue:45859", "issue:45902" ], "soft_pairs": [ + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:39186|issue:44918", "issue:45632|issue:45698", "issue:43645|issue:45399", "issue:43404|issue:45005", "issue:40990|issue:44960", - "issue:42915|issue:45399", "issue:44530|issue:45005", + "issue:42915|issue:45399", "issue:43873|issue:45005", "issue:44360|issue:44512", "issue:44863|issue:45005", @@ -932,247 +1027,242 @@ "issue:43644|issue:43950", "issue:43828|issue:44928", "issue:36331|issue:41762", - "issue:41628|issue:45800", - "issue:43872|issue:44589", "issue:43950|issue:45902", + "issue:43872|issue:44589", "issue:43866|issue:44403", "issue:38175|issue:43054", "issue:41553|issue:43883", "issue:43054|issue:45701", "issue:45663|issue:45902", "issue:44910|issue:45859", - "issue:42947|issue:44387", - "issue:41553|issue:43881", - "issue:44403|issue:44451", - "issue:43975|issue:45237", - "issue:43054|issue:43493" + "issue:42947|issue:44387" ], - "prepared_review_unit_hash": "4bfd60ac419dfb4f859ad7056ccc700089ff15114355951a0650ae9319921e73", + "prepared_review_unit_hash": "644d96084aadd9b4dc5ed8e7dce4710423db2e829f34ae617f99c51e8c99dd96", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36987, - "estimated_input_tokens": 9247, - "estimated_eval_tokens": 18750 + "serialized_chars": 37138, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated model/loading regressions; the only clear duplicate pair is the non-persistent-buffer corruption regression around Transformers v5. The rest are similar at a subsystem/title level but do not look like the same concrete bug.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43950 is the clearest representative of the non-persistent-buffer regression: it names the exact API (`from_pretrained`) and the failure mode (`register_buffer(persistent=False)` corruption).", + "summary": "Most candidate pairs are unrelated and should stay separate. The only clear duplicate cluster is the Transformers v5 non-persistent buffer regression, where several reports describe the same underlying buffer-initialization bug in different forms.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43950 is the strongest representative of the non-persistent-buffer regression: it clearly describes the v5 from_pretrained corruption path and is broad enough to subsume the narrower follow-up reports.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best issue anchor because it is the most specific, actionable statement of the underlying bug and matches the confirmed duplicate wording in the cluster.", + "best_issue_reason": "issue:43950 is the best overall issue candidate because it captures the core regression cleanly and with enough detail to serve as the canonical bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is about degraded text embeddings and the other about bad AutoModel/pipeline outputs; not the same concrete bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different failures: composite multimodal config unwrapping vs uninitialized rotary embedding buffer after to_empty materialization." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Both are version/incompatibility complaints, but they point to different mechanisms and fixes." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different models and paths: image preprocessor dtype mismatch vs Qwen3.5 embedding unpacking with TRL." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error is unrelated to the Qwen3.5 embedding/TRL issue." + }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom model loading, but one is a cache-path collision for local models and the other is wrong custom-module loading after save/load; not the same concrete bug." + "reason": "Both concern loading custom code, but one is cache-path collision and the other is wrong module resolution after save_pretrained." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "One is a Jupyter custom-model initialization regression; the other is flash-attn fallback logic. Different code paths and symptoms." + "reason": "Notebook custom-model initialization and flash-attn fallback logic are unrelated bugs." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but they affect different models and failure modes; too broad to be the same bug." + "reason": "Both mention tied weights, but they affect different models and code paths." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Completely different models and symptoms: high perplexity on GPT-OSS vs a GLM5 issue." + "reason": "High perplexity on gpt-oss and a GLM5 issue are unrelated." }, { - "left": "issue:42915", - "right": "issue:45399", + "left": "issue:44530", + "right": "issue:45005", "accept": false, - "reason": "Qwen3MoE FP8 failure is unrelated to flash-attn fallback gating." + "reason": "PagedAttentionCache group-type failure is unrelated to tied-weights handling." }, { - "left": "issue:44530", - "right": "issue:45005", + "left": "issue:42915", + "right": "issue:45399", "accept": false, - "reason": "PagedAttentionCache crash vs tied-weights translation model issue; no shared underlying defect." + "reason": "Qwen3Moe FP8 failure and flash-attn fallback gating are different bugs." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same bug as tied-weights handling in translation models." + "reason": "Quantization/offloading behavior is unrelated to tied-weights regression." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA/ReLU discussion and a docs note about a removed command are unrelated." + "reason": "DSA indexer/ReLU discussion is unrelated to a docs-command removal issue." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Checkpoint loading for NemotronH is a different problem from tied-weight handling." + "reason": "NemotronH checkpoint loading and translation-model tied weights are not the same underlying issue." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRl SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + "reason": "Qwen3.5 embedding unpacking with TRL is unrelated to GraniteMoEHybrid calling an invalid method." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Both are docs-facing, but one is a typo and the other is stale command documentation; not the same issue." + "reason": "Cache-strategy typo and removed run-command docs are separate documentation issues." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and failures: detokenization bug vs NVFP4 runtime error." + "reason": "DeepSeek detokenization and Qwen-3 NVFP4 runtime failure are different bugs." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "No concrete bug overlap; one is Qwen-3 NVFP4 runtime failure, the other is a GraniteMoEHybrid method issue." + "reason": "A model runtime error and an invalid-method call are unrelated." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both describe the same non-persistent-buffer junk/corruption regression in Transformers v5." + "reason": "Both report the same Transformers v5 non-persistent-buffer corruption regression." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2, but one is a docs example/model-processor mismatch and quantization failure while the other is embedding quality regression." + "reason": "SigLIP2 doc-example errors and low-quality SigLIP2 embeddings are related only by model family, not the same bug." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying regression: Transformers v5 mishandles non-persistent buffers during load/materialization." + "reason": "Both describe the same v5 non-persistent-buffer junk/corruption problem." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and different failure modes: autocast dtype mismatch vs Qwen3.5 gradient explosion from 3D position_ids handling." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same as Qwen3.5 SDPA/BF16 gradient-explosion behavior." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer loss signature mismatch and ZeRO-3 load-time IndexError are unrelated." + "reason": "CustomTrainer kwarg mismatch and ZeRO-3 loading index error are unrelated." }, { - "left": "issue:41628", - "right": "issue:45800", - "accept": false, - "reason": "Import error for AutoImageProcessor is not the same as a torch/transformers version incompatibility." + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both are manifestations of the same non-persistent-buffer initialization bug after materialization/loading." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes keyword-argument incompatibility and missing Float8 storage are different backend issues." - }, - { - "left": "issue:43950", - "right": "issue:45902", - "accept": false, - "reason": "Both touch non-persistent buffers, but one is a from_pretrained regression while the other is a Qwen3_5Moe rotary-embedding materialization bug." + "reason": "Both mention bitsandbytes/storage compatibility, but they are different missing-kwarg vs missing-storage-object failures." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and a generic loading noise report are not the same bug." + "reason": "Checkpoint corruption and loading noise are not the same issue." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities is not the same as a text-embedding quality regression." + "reason": "Both involve SigLIP2 behavior, but one is zero probabilities and the other is degraded text embedding quality; not a clear duplicate." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "A bad error message for Voxtral tokenizer loading is unrelated to a missing all_tied_weights_keys attribute." + "reason": "Bad AutoTokenizer error messaging and missing all_tied_weights_keys are unrelated." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and version-dependent tokenization changes are different problems." + "reason": "SigLIP2 embedding quality and tokenization changes across versions are different concerns." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states behavior is unrelated to Qwen3_5Moe inv_freq uninitialized-memory handling." + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe uninitialized buffer reads are unrelated." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5-related internals, but one is flash-attn 3D position_ids handling and the other is CPU-offload incompatibility in rotary embedding." + "reason": "FlashAttention crash from 3D position_ids is different from CPU-offload incompatibility." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA gradient checkpointing and int4 CUDA reserved-memory OOM are different regressions." - }, - { - "left": "issue:41553", - "right": "issue:43881", - "accept": false, - "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are unrelated." - }, - { - "left": "issue:44403", - "right": "issue:44451", - "accept": false, - "reason": "Generic loading noise and inability to load a specific model are not the same concrete bug." - }, - { - "left": "issue:43975", - "right": "issue:45237", - "accept": false, - "reason": "Detokenization bug and AMD GPU runtime support issue are different defects." - }, - { - "left": "issue:43054", - "right": "issue:43493", - "accept": false, - "reason": "Both are SigLIP2-related, but one is embedding quality and the other is a HF-vs-JAX implementation discrepancy; not enough to treat as the same bug." + "reason": "Gradient checkpointing/LoRA and int4 OOM are separate performance/memory issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The 43950 cluster is clearly supported by the titles: 43950, 43644, and 44534 all describe the same non-persistent-buffer junk/corruption regression in Transformers v5, with 43950 being the most specific anchor. The false soft-edge rejections are also appropriately cautious and do not overclaim equivalence." + "feedback": "The analyst output is well grounded in the packet and stays conservative on the soft-edge pairs. The only accepted cluster is the Transformers v5 non-persistent-buffer regression, which is supported by the issue titles/descriptions. The other pair rejections are reasonably cautious and do not overclaim duplicates." }, "evaluator_used": true, "retried": false, @@ -1185,13 +1275,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 4, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:36331", "issue:41093", @@ -1200,8 +1290,10 @@ "issue:42491", "issue:42915", "issue:42947", + "issue:43054", "issue:43257", "issue:43404", + "issue:43493", "issue:43643", "issue:43742", "issue:43782", @@ -1217,39 +1309,42 @@ "issue:43883", "issue:43940", "issue:43950", + "issue:43975", "issue:44220", "issue:44291", "issue:44368", "issue:44403", + "issue:44451", "issue:44488", "issue:44509", "issue:44661", - "issue:44805", "issue:44863", - "issue:44928", "issue:44960", "issue:44991", "issue:45020", "issue:45081", + "issue:45237", "issue:45305", "issue:45313", "issue:45356", "issue:45399", - "issue:45538", - "issue:45588", "issue:45685", "issue:45823", "issue:45923" ], "soft_pairs": [ + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43054|issue:43493", "issue:44403|issue:44488", - "issue:43643|issue:45020", "issue:42947|issue:43856", + "issue:43643|issue:45020", "issue:41762|issue:42915", "issue:45685|issue:45823", "issue:42491|issue:44368", - "issue:44991|issue:45399", "issue:43881|issue:43883", + "issue:44991|issue:45399", "issue:43824|issue:43872", "issue:45020|issue:45823", "issue:44661|issue:45020", @@ -1259,251 +1354,253 @@ "issue:45020|issue:45356", "issue:43742|issue:45399", "issue:43404|issue:43950", - "issue:42915|issue:45020", "issue:43827|issue:44509", "issue:43792|issue:44220", "issue:43872|issue:44291", - "issue:42915|issue:43872", "issue:43257|issue:43866", + "issue:42915|issue:43872", "issue:42947|issue:45923", "issue:43940|issue:45313", "issue:36331|issue:41093", - "issue:41553|issue:44991", "issue:43854|issue:44863", - "issue:44928|issue:45588", - "issue:43257|issue:45305", - "issue:43872|issue:45538", - "issue:41093|issue:44805" + "issue:41553|issue:44991", + "issue:43257|issue:45305" ], - "prepared_review_unit_hash": "58e325d37ab1e8fe16752ce01339f06b75ac0e2808395e956863acb936bf8f79", + "prepared_review_unit_hash": "d97d41fdc1c461470d1ec12d3644fe9277aebc90f69b50668ee0622d6d762441", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37007, - "estimated_input_tokens": 9252, - "estimated_eval_tokens": 18760 + "serialized_chars": 37399, + "estimated_input_tokens": 9350, + "estimated_eval_tokens": 18956 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers loading/regression reports with only a couple of true duplicate pairs; most similar-looking items are different models, different subsystems, or different failure modes.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43872 is the strongest canonical issue: it has a concrete, reproducible root cause (_is_hf_initialized passed into bitsandbytes Int8Params during empty-weight loading) and a near-exact duplicate in issue:44291.", + "summary": "The cluster is still mostly heterogeneous. Two duplicate pairs remain plausible and should be accepted: the v5 docs cleanup and the `_is_hf_initialized`/`init_empty_weights` loading TypeError. Issue 44403 is a reasonable umbrella representative because it is the most generic loading/noise report, but not because it has the strongest activity in this packet.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 44403 is the broadest and most generic loading-related report here (`Unnecessary noise when loading a transformer`), so it works best as an umbrella representative for the cluster\u2019s shared theme. Its selection should be based on generality, not on having the highest discussion activity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43872 is the best issue to anchor the cluster because it describes a specific code-path failure rather than a broad symptom, and it has the clearest duplicate evidence.", + "best_issue_reason": "Issue 44403 is the best overall issue representative because it is the least model-specific and most aligned with the cluster-wide pattern of load-time noise/errors. It is a better umbrella choice than the more specific model-failure reports, even though it is not the most active issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but they appear to be different models and different code paths, not the same bug." + }, { "left": "issue:44403", - "right": "issue:44488", + "right": "issue:44451", "accept": false, - "reason": "Both are about loading behavior, but one is a generic noise/warning complaint and the other is a concrete model-load failure for a specific checkpoint; not the same bug." + "reason": "Generic loading-noise report vs a specific model loading failure; related theme, but not the same underlying issue." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer/detokenization regression and AMD GPU runtime support are different problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", "accept": false, - "reason": "Both mention remote_code, but one is an AutoConfig field-loss issue and the other is a broad regression affecting remote-code models; too different to merge." + "reason": "Same model family area, but quality discrepancy vs implementation mismatch is not enough to treat as one bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but they concern different models and specific failures." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different problems: PEFT LoRA gradient checkpointing vs Qwen3 MoE memory usage. Same family area, not the same underlying bug." + "reason": "Gradient checkpointing behavior and Qwen3 MoE memory usage are distinct bugs." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote code, but one is missing config fields and the other is a broader loading regression." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Both are loading failures, but they involve different models and different mechanisms (ZeRO-3 load error vs FineGrainedFP8Config failure)." + "reason": "Different model families and different failure modes." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different symptoms and code paths: MPS histogram/int issue vs Gemma4 device-map mismatch during forward." + "reason": "MPS histogram kernel issue vs Gemma4 device mismatch are unrelated concrete bugs." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "One is a compatibility break for a trained LoRA model across versions; the other is a warning about tie_word_embeddings configuration." + "reason": "Both are Qwen/LoRA-related, but they describe different compatibility/warning issues." }, { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Tokenizer loading for est-roberta and flash-attn fallback gating are unrelated bugs." + "reason": "Both are load-time errors, but they point to different models and different code paths." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:44991", + "right": "issue:45399", "accept": false, - "reason": "Both are model-loading issues, but one is a glm-4v-9b load failure and the other is a missing all_tied_weights_keys attribute; no shared root cause is evident." + "reason": "Tokenizer loading regression vs flash-attn fallback gating are unrelated fixes." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Different areas: Qwen2_5_VL import/export exposure vs bitsandbytes Int8Params initialization." + "reason": "Different failure classes: missing import vs `_is_hf_initialized` TypeError." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code regressions and Gemma4 device placement are unrelated." + "reason": "Remote-code regression vs Gemma4 device placement bug; not the same issue." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "add-new-model-like/tokenizer mapping logic is a distinct code path from remote_code loading regressions." + "reason": "Tokenizer mapping setup failure vs broader remote-code breakage are different bugs." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same bug as Gemma4 PLE device mismatch." + "reason": "Autocast dtype mismatch and device mismatch are different concrete failures." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash and flash-attn fallback checks are separate failures." + "reason": "Tokenizer regex patch crash vs flash-attn fallback checks are unrelated code paths." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific loading problems." + "reason": "Qwen3VL loading error vs GLM5 issue are different failures." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code breakage and Kimi tokenizer codec handling are different regressions." + "reason": "Broad remote-code regression vs Kimi tokenizer codec regression are different underlying bugs." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error and flash-attn fallback gating do not share the same bug." + "reason": "MobileLLM key error vs flash-attn fallback gating have no concrete overlap." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying bug in Mistral3 is unrelated to non-persistent buffer corruption in from_pretrained()." - }, - { - "left": "issue:42915", - "right": "issue:45020", - "accept": false, - "reason": "Qwen3 MoE FineGrainedFP8Config failure is a model/config-specific issue, not the remote_code regression." + "reason": "Tied-weight bug vs non-persistent buffer corruption are different code paths." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are the same documentation cleanup: pipeline tasks removed in v5 are still referenced in docs, especially summarization/translation-related pages." + "reason": "Both report the same v5 docs problem: docs still reference removed pipeline tasks." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Both involve Whisper/audio loading, but the titles do not show the same concrete failure path; one is a generic model-run failure, the other is a specific feature-extraction function issue." + "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` are related in theme, but not clearly the same bug." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "These describe the same concrete bitsandbytes/empty-weights bug: unexpected _is_hf_initialized being passed into Int8Params during model loading." + "reason": "Both describe the same `_is_hf_initialized` / `init_empty_weights` loading TypeError and share the same fix path." }, { - "left": "issue:42915", - "right": "issue:43872", + "left": "issue:43257", + "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE FP8 loading and bitsandbytes Int8Params initialization are different failure modes." + "reason": "Qwen3 MoE weight conversion issue vs corrupted Ovis2 checkpoint are different failures." }, { - "left": "issue:43257", - "right": "issue:43866", + "left": "issue:42915", + "right": "issue:43872", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to an Ovis2 checkpoint corruption report." + "reason": "Qwen3 MoE FP8 config failure vs bitsandbytes initialization TypeError are unrelated." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing behavior and a missing supports_gradient_checkpointing flag are different issues, even if both touch training configuration." + "reason": "Related gradient-checkpointing theme, but different bugs: ineffective checkpointing vs missing support flag." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both mention ZeRO-3 weight loading for Qwen-family models, but the failures are described differently enough that they do not clearly share one exact root cause." + "reason": "Both are ZeRO-3 load failures, but the titles indicate different model generations and different missing-weight symptoms." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different errors and domains: custom trainer loss signature mismatch vs tensor mask shape mismatch." - }, - { - "left": "issue:41553", - "right": "issue:44991", - "accept": false, - "reason": "Voxtral AutoTokenizer error and est-roberta tokenizer load failure are different tokenizer/model regressions." + "reason": "Trainer API mismatch vs tensor mask shape mismatch are not the same bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Unable to load a GLM-4.7-Flash model in tests and NemotronH checkpoint loading are separate model-specific problems." - }, - { - "left": "issue:44928", - "right": "issue:45588", - "accept": false, - "reason": "RLHF gradient explosion from Qwen3.5 position_ids/SDPA behavior is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Different model-loading failures for different architectures." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "Qwen3 MoE weight conversion under deepspeed/accelerate and GAS gradient averaging with DeepSpeed are different training/loading bugs." + "reason": "Model-specific loading error vs tokenizer-loading regression for a different model." }, { - "left": "issue:43872", - "right": "issue:45538", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "bitsandbytes init_empty_weights incompatibility is unrelated to CLIPTokenizer's model_max_length constant." + "reason": "Different failure classes and different loading mechanisms." }, { - "left": "issue:41093", - "right": "issue:44805", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "These have the same style of IndexError, but they are distinct reports with different contexts and likely different offending code paths." + "reason": "Qwen3 MoE weight conversion and DeepSpeed gradient averaging are different problems." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The two accepted soft-edge pairs look like genuine duplicates or near-duplicates (43872/44291 and 43827/44509), and the rejected pairs are mostly appropriately cautious given only title/body-level evidence. No mergeability issue applies here because there are no PR pairs." + "accept": false, + "feedback": "The cluster summary is mostly conservative, but one key justification is overstated: issue 44403 is not supported as having the 'strongest discussion/inbound activity' in this packet (several others have higher discussion counts, e.g. 41553, 44451, 44488). Please revise the representative/canonical rationale to stay within the evidence. The two accepted duplicate pairs look plausible, but the reason for choosing 44403 needs to be more carefully grounded." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1513,21 +1610,21 @@ "component_index": 1, "component_count": 18, "review_unit_index": 5, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:24643", "issue:30064", "issue:36010", "issue:38175", "issue:39692", + "issue:41093", "issue:41553", - "issue:41720", "issue:42491", "issue:42617", "issue:42915", @@ -1559,30 +1656,30 @@ "issue:44877", "issue:44910", "issue:44918", - "issue:44960", - "issue:44977", + "issue:44928", "issue:45030", "issue:45325", "issue:45584", + "issue:45588", "issue:45663", - "issue:45685", "issue:45823", "issue:45834", "issue:45902" ], "soft_pairs": [ + "issue:44928|issue:45588", + "issue:41093|issue:44805", "issue:44479|issue:44560", "issue:41553|issue:44488", "issue:44530|issue:44863", "issue:24643|issue:30064", - "issue:43366|issue:43828", "issue:45325|issue:45902", + "issue:43366|issue:43828", "issue:45663|issue:45823", "issue:43366|issue:43531", "issue:43950|issue:45834", - "issue:44560|issue:45685", - "issue:43645|issue:43646", "issue:43550|issue:44910", + "issue:43645|issue:43646", "issue:43366|issue:44589", "issue:42915|issue:43957", "issue:44560|issue:44918", @@ -1594,134 +1691,138 @@ "issue:38175|issue:43994", "issue:44155|issue:45584", "issue:44560|issue:44805", - "issue:43638|issue:44661", "issue:44877|issue:45030", + "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:44661|issue:44805", "issue:43317|issue:44756", "issue:38175|issue:39692", - "issue:42491|issue:43720", - "issue:44960|issue:44977", - "issue:41720|issue:42915" + "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "f5eb779007db858617394912c769bc39cdae2a2d6ced2e2a9aedf248205d813f", + "prepared_review_unit_hash": "64773d9a0f10f2a8f0dce888b88656586884bfa8f5e12f96c6cc78ebbdc8b64b", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37263, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36612, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 }, "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. I only found two plausible duplicate pairs: Transformers 5 custom model initialization (43645/43646) and SigLIP2 bad outputs on the same model family (38175/43994).", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical issue covers the whole mixed set; issue 43646 is the best anchor for the only clear duplicate pair because it states the broader custom-model initialization regression.", + "summary": "The cluster is mostly heterogeneous transformer issues with only a couple of plausible duplicate pairs. The strongest duplicate signal is the Transformers 5 custom-model initialization regression; a second likely pair is the SigLIP2 bad-output reports. Most other soft edges are same-subsystem but not the same bug.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43646 is the cleanest representative of the main duplicate pair: it captures the broad Transformers 5 regression around custom model initialization, while issue:43645 is a narrower notebook-specific manifestation of the same breakage.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the strongest global issue anchor here because it generalizes 43645 cleanly; the SigLIP2 pair is a separate duplicate pocket, not the same bug.", + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is broader and more general than the notebook-specific variant, and its title matches the underlying regression clearly.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both mention Qwen3.5/flash-attention-style failures, but one is a gradient explosion/SDPA fallback problem and the other is an AttributeError on s_aux=None; different code paths and symptoms." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The titles are similarly generic IndexErrors, but there is not enough evidence they share the same underlying bug or repro; they could easily be unrelated mask-shape failures." + }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both involve Qwen video behavior, but one is a broad multi-model regression and the other is a specific StopIteration path; not the same bug." + "reason": "Both concern Qwen video inputs, but one is a broad v5.3.0 regression across several models while the other is a StopIteration in a specific Qwen3-VL embedding path." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but for different models and different failure modes; no shared underlying code-path is evident." + "reason": "These are unrelated: one is a bad tokenizer error message for Voxtral, the other is a model loading failure for cjvt/sleng-bert." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + "reason": "Different models and different failure modes: PagedAttentionCache on Qwen3.5 versus NemotronH checkpoint loading." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Different subsystems and symptoms; no duplicate relationship." + "reason": "DeepSpeed training weight-shape error and void segmentation map processing are unrelated." }, { - "left": "issue:43366", - "right": "issue:43828", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "GGUF architecture support and a torch.autocast dtype mismatch are unrelated." + "reason": "Both involve rotary/buffer internals, but they affect different models and different failure classes (temporal scaling vs uninitialized memory after meta/to_empty)." }, { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:43366", + "right": "issue:43828", "accept": false, - "reason": "Both mention rotary embeddings, but they are distinct bugs in different models and code paths." + "reason": "GGUF gpt-oss support and a Phi-tiny-MoE autocast dtype mismatch are different problems." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4 issues, but FSDP2 shared_kv_states rebuilding and device_map PLE mismatch are different problems." + "reason": "Gemma4 FSDP2 KeyError from shared_kv_states rebuilding is unrelated to the Gemma4 PLE device-mismatch forward bug." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "One is GGUF/gpt-oss support, the other is a Qwen3-MoE sliding_window issue." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "from_pretrained buffer corruption and Kosmos2.5 long OCR indexing are unrelated." + "reason": "from_pretrained corrupting non-persistent buffers is a different regression from a Kosmos2.5 long-OCR index error." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:43550", + "right": "issue:44910", "accept": false, - "reason": "Qwen3.5 video generation and an MPS histogram int-type error are unrelated." + "reason": "Different code paths: Bamba torch.compile/SDPA versus Qwen3.5 flash-attention crash from 3D position_ids." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers 5 custom-model initialization regression; 43645 is just a notebook-specific repro." - }, - { - "left": "issue:43550", - "right": "issue:44910", - "accept": false, - "reason": "Different model families and different attention/position-id failures; not mergeable as one bug." + "reason": "Both report the same Transformers 5.0.0 regression breaking custom model initialization; 43645 is the notebook-specific variant of 43646's broader bug." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF support and Float8 storage lookup failure are unrelated." + "reason": "GGUF support for gpt-oss and a Float8 storage lookup error are unrelated." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe and meta-device loading regressions are different issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading breakage are different issues." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen3.5, but one is a video inference bug and the other is an embedding/unpacking trainer bug." + "reason": "One is a Qwen3-VL video StopIteration regression, the other is unpacking Qwen3.5 embeddings with TRL SFT trainer." }, { "left": "issue:42617", @@ -1733,97 +1834,79 @@ "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Missing import for Qwen2_5_VLForConditionalGeneration and meta-device loading regressions are different bugs." + "reason": "Missing Qwen2.5-VL import and meta-device loading breakage are different problems." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." + "reason": "GenerationMixin import failure and Qwen3Moe FP8 loading are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer mapping-name handling and Gemma4 PLE device mismatch are unrelated." + "reason": "Tokenizer mapping registration failure and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized breakage and Kosmos2.5 long OCR indexing are unrelated." + "reason": "_is_hf_initialized flag regression and Kosmos2.5 long-input index error do not share the same underlying cause." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model-family regression with broken outputs; 43994 is the broader reproduction." + "reason": "Both are about google/siglip2-base-patch16-224 producing invalid outputs through different entry points, which points to the same underlying SigLIP2 inference bug." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 batched inference leakage and Whisper empty-transcription generation are unrelated." + "reason": "AudioFlamingo3 batching token/embedding leakage and Whisper empty-transcription handling are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Video StopIteration and a mask shape IndexError are unrelated." - }, - { - "left": "issue:43638", - "right": "issue:44661", - "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert index error and tokenizer-mapping changes are unrelated." + "reason": "A Qwen video StopIteration issue and a mask/tensor shape IndexError are different bugs." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-loading problems, but they are different validation failures on different models." + "reason": "Both involve stricter config validation, but they affect different model families and do not clearly share the same failing code path." }, { - "left": "issue:43596", + "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3 init Bert IndexError and tokenizer mapping failures are unrelated." + "reason": "DeepSpeed zero3 Bert indexing failure and add-new-model-like TOKENIZER_MAPPING_NAMES failure are unrelated." }, { - "left": "issue:44661", - "right": "issue:44805", + "left": "issue:43596", + "right": "issue:44661", "accept": false, - "reason": "Tokenizer mapping and mask/tensor shape mismatch are unrelated." + "reason": "Same as above: a zero3 Bert init crash versus a tokenizer-mapping registration problem." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Dequantized model offload failure and Strix Halo mmap OOM are different loading issues." + "reason": "device_map=auto dequantized-model offload failure and Strix Halo mmap OOM are different memory/loading issues." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are unrelated." - }, - { - "left": "issue:44960", - "right": "issue:44977", - "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention are different model-specific regressions." - }, - { - "left": "issue:41720", - "right": "issue:42915", - "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FP8Config failures are different bugs." + "reason": "Qwen3_MoE LoRA compatibility across HF versions and BitNet packed-weight unpacking are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays conservative and is supported by the packet. The two accepted pairs (43645/43646 and 38175/43994) are plausible same-bug duplicates, and the rejected soft edges are appropriately cautious rather than overstated." + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The two accepted pairs are plausibly the same underlying regressions based on the titles, and the rejected pairs mostly differ by model, failure mode, or code path without overstating evidence." }, "evaluator_used": true, "retried": false, @@ -1836,17 +1919,18 @@ "component_index": 1, "component_count": 18, "review_unit_index": 6, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:36010", "issue:39404", "issue:39692", + "issue:41720", "issue:42491", "issue:42915", "issue:42947", @@ -1864,7 +1948,6 @@ "issue:43957", "issue:43994", "issue:44075", - "issue:44155", "issue:44164", "issue:44291", "issue:44387", @@ -1875,6 +1958,7 @@ "issue:44756", "issue:44910", "issue:44960", + "issue:44977", "issue:44991", "issue:45276", "issue:45292", @@ -1889,10 +1973,11 @@ "issue:45704", "issue:45759", "issue:45812", - "issue:45823", "issue:45859" ], "soft_pairs": [ + "issue:44960|issue:44977", + "issue:41720|issue:42915", "issue:44451|issue:44488", "issue:45313|issue:45357", "issue:42491|issue:45276", @@ -1908,243 +1993,241 @@ "issue:43644|issue:43645", "issue:43856|issue:44387", "issue:42491|issue:45292", - "issue:44488|issue:44991", "issue:44910|issue:45588", - "issue:44164|issue:44291", + "issue:44488|issue:44991", "issue:45362|issue:45406", + "issue:44164|issue:44291", "issue:45276|issue:45335", "issue:43404|issue:43454", "issue:36010|issue:39404", "issue:39692|issue:44960", "issue:43425|issue:43957", - "issue:44402|issue:44488", "issue:42947|issue:45704", + "issue:44402|issue:44488", "issue:45663|issue:45759", "issue:45663|issue:45859", - "issue:43873|issue:44387", - "issue:44155|issue:45823", - "issue:44291|issue:44756" + "issue:43873|issue:44387" ], - "prepared_review_unit_hash": "f94e5bf39a536df5d44d0712f9937e99cb216902fb0c17fb69f915a6708870bd", + "prepared_review_unit_hash": "f236d34ac82fc13a05066ad888810852d35fe9a536b395b5630c3ed224e624f0", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36497, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Almost all candidate edges are related-but-distinct reports; only the Transformers v5 non-persistent buffer junk regression is a clear duplicate pair.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43644 is the clearest, most specific description of the shared regression and is better suited as the canonical issue than the shorter paraphrase.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5/model-specific regressions around loading, tokenizers, quantization, and multimodal generation. Only the non-persistent-buffer regression is a clear duplicate; most soft links are broad similarity rather than the same concrete bug.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43644 is the cleanest anchor because it states the broad regression directly and has an explicit duplicate-style twin (issue:44534) with the same \"non-persistent buffers filled with junk\" symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 best captures the underlying bug with the most detail and earliest framing.", + "best_issue_reason": "issue:43873 is the strongest overall representative: it is open, has multiple inbound refs and active discussion, and covers a broader live regression area (offloading/quantization) than the narrow duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Both mention generation problems, but they are different models and different failure paths (GLM5 vs Qwen3.5 flash-attention)." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Qwen3 MoE FP8 config failure are distinct bugs." + }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but they reference different BERT models and may stem from different model-specific metadata issues." + "reason": "Both are load-failure reports for different BERT models, but there is no evidence they share the same root cause." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Same family, but one is a ZeRO-3 weight-loading bug and the other is incorrect save_pretrained key names for the visual encoder." + "reason": "One is ZeRO-3 weight loading for language_model, the other is incorrect save_pretrained visual encoder keys; different code paths." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different models and different failures; one is a Qwen3 MoE LoRA compatibility issue, the other is Gemma4 resize_token_embeddings behavior." + "reason": "Different model families and different APIs; not the same underlying bug." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Unrelated training-resume math bug vs optimizer argument handling; same training subsystem but not the same defect." + "reason": "Trainer checkpoint-resume max_steps math and SGD arg handling are unrelated." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These describe the same Transformers v5 regression where non-persistent buffers are filled with junk; one is just a paraphrased title." + "reason": "Same regression: Transformers v5 fills non-persistent buffers with junk." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE FP8 loading and Strix Halo mmap OOM are unrelated issues." + "reason": "Qwen3 MoE FP8 conversion failure and Strix Halo mmap OOM are unrelated." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is ByteLevel\u2192Metaspace override in LlamaTokenizer and the other is wrong token IDs for Granite models." + "reason": "Both are tokenizer regressions, but they affect different model families and different concrete mechanisms." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a doc example/model-processor mismatch and quantization failure while the other reports nonsensical runtime outputs." + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and the other is bad inference output; not clearly one bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and different load-time failures; no sign of the same code-path bug." + "reason": "Different models and different loading failures." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE deepspeed conversion vs GLM-4.7-Flash unit-test loading are unrelated." + "reason": "Qwen3 MoE weight conversion and GLM-4.7-Flash test loading are unrelated." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both touch memory/quantization, but one is Qwen3 MoE training inefficiency and the other is offloading behavior with quantization." + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is quantization/offloading behavior." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Distinct model families and distinct loading problems." + "reason": "Different model families and failure modes." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is a non-persistent buffer initialization regression; the other is custom model initialization in Jupyter notebooks." + "reason": "Non-persistent-buffer junk vs Jupyter custom-model initialization are different regressions." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Related to memory under quantization, but one is training-memory inefficiency and the other is int4 CUDA reserved-memory growth leading to OOM." + "reason": "Both mention memory pressure, but one is training inefficiency and the other is int4 quantization reserved-memory/OOM." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different models and different resize_token_embeddings symptoms." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading complaints, but they concern different models and no shared concrete bug is evident." + "reason": "Unrelated bugs in different models and different embedding paths." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both are flash-attention crashes, but the failure modes differ: packed sequence misinterpretation vs s_aux=None handling." + "reason": "Both are flash-attention issues, but they hit different code paths and symptoms (packed 3D position_ids vs s_aux=None)." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized errors are different load/save paths." + "reason": "Both are tokenizer-loading regressions, but on different model families with no clear shared fix." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different models and different crash causes (chat path vs Gemma4Processor attribute error)." + "reason": "Different product surfaces and different errors (chat crash vs Gemma4Processor missing _tokenizer)." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized are separate internals bugs." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both are resize_token_embeddings regressions, but they hit different architectures and submodules, so they do not clearly describe the same bug." + "reason": "Both are resize_token_embeddings regressions, but they are model-specific embedding plumbing issues, not clearly one bug." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Similar symptom of untied lm_head, but for different model families and likely separate model-specific fixes." + "reason": "Both are lm_head tying bugs, but in different multimodal model classes and likely different code paths." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline behavior are unrelated." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different SigLIP2/docs issue versus an unrelated GLM5 report." + "reason": "Completely different model families and symptoms." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device model-loading breakage are not the same defect." + "reason": "Torch version incompatibility and meta-device loading regressions are distinct." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Tokenizer vocab-size mismatch versus inability to load a specific BERT model; different underlying problems." + "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are unrelated." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "Gradient checkpointing/LoRA and apex FusedRMSNorm memory leak are unrelated." + "reason": "Tokenizer vocab mismatch and model loading failure are not the same bug." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model families and different code paths: Gemma4 FSDP2 attention vs Qwen composite config unwrapping." + "reason": "Gemma-4 FSDP2 attention KeyError and Qwen multimodal text_config unwrapping are different bugs." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 attention state rebuild and Qwen3_5Moe rotary embedding CPU-offload incompatibility are unrelated." + "reason": "Different model families and different execution paths." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization/memory, but one is offloading behavior and the other is increased reserved memory under int4 quantization." - }, - { - "left": "issue:44155", - "right": "issue:45823", - "accept": false, - "reason": "AudioFlamingo3 track leakage and Gemma4 device mismatch are unrelated." - }, - { - "left": "issue:44291", - "right": "issue:44756", - "accept": false, - "reason": "Unexpected _is_hf_initialized argument and Strix Halo mmap OOM are different issues." + "reason": "Both touch quantization/memory, but one is offloading behavior and the other is CUDA reserved-memory regression." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the one accepted edge (43644 \u2194 44534) is clearly supported by the titles and dates. The other soft-edge rejections are conservative and avoid overclaiming duplicate status from loose topical similarity alone. No issue/PR pair in the packet suggests a mergeability problem." + "feedback": "The summary is grounded in the packet overall, and the soft-edge verdicts are conservative. The one accepted pair, issue:43644 and issue:44534, is strongly supported by the identical regression title, and the other pairs are appropriately rejected with cautious reasoning. The only slightly strong phrasing is calling issue:44534 an \"explicit duplicate-style twin\" when the packet shows matching symptoms rather than an explicit duplicate link, but that does not materially undermine the evaluation." }, "evaluator_used": true, "retried": false, @@ -2157,13 +2240,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 7, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:39404", "issue:41720", @@ -2184,6 +2267,7 @@ "issue:44155", "issue:44164", "issue:44265", + "issue:44291", "issue:44292", "issue:44387", "issue:44402", @@ -2214,6 +2298,8 @@ "issue:46050" ], "soft_pairs": [ + "issue:44155|issue:45823", + "issue:44291|issue:44756", "issue:44292|issue:44912", "issue:44960|issue:46050", "issue:43335|issue:45663", @@ -2223,16 +2309,16 @@ "issue:43854|issue:45216", "issue:43381|issue:44928", "issue:44164|issue:44756", - "issue:44479|issue:44877", "issue:45588|issue:45663", "issue:41720|issue:44155", "issue:45684|issue:45698", + "issue:44479|issue:44877", "issue:43957|issue:44756", "issue:43646|issue:43708", "issue:45292|issue:45335", "issue:43645|issue:44164", - "issue:43828|issue:43957", "issue:44402|issue:44451", + "issue:43828|issue:43957", "issue:43425|issue:43828", "issue:44589|issue:44756", "issue:43257|issue:44863", @@ -2240,239 +2326,251 @@ "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:43425|issue:45823", - "issue:43425|issue:43716", "issue:44530|issue:45084", + "issue:43425|issue:43716", "issue:43906|issue:44530", - "issue:39404|issue:44912", "issue:44265|issue:44898", + "issue:39404|issue:44912", "issue:44479|issue:44805" ], - "prepared_review_unit_hash": "058d11618cf7d393d8a55eca70fa9037b72e856753d7955c8e9acd3c67fde37a", + "prepared_review_unit_hash": "c01565adab8a516876558a560333c49218add720d2737654f7ccca7a0ced3ae4", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36683, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37914, + "estimated_input_tokens": 9479, + "estimated_eval_tokens": 19214 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers regressions, with a small duplicate pocket around `resize_token_embeddings` not updating model embeddings. The strongest representative issue is the custom-module save/load regression in `from_pretrained` after `save_pretrained`.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45698 is the broadest and most actionable representative of the custom-model save/load regressions in this set, and it sits at the center of several related loading failures.", + "summary": "This cluster is mostly a set of unrelated transformer issues. The only plausible duplicates are the resize_token_embeddings reports, where the same propagation bug shows up across different model families.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45292 is the cleanest generic description of the shared resize_token_embeddings propagation bug, and it can subsume the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best issue to keep because it is open, clearly describes a concrete `save_pretrained`/`from_pretrained` failure, and generalizes well to the nearby custom-model loading reports.", + "best_issue_reason": "Issue 45292 is the best representative because it states the core bug in a model-agnostic way and matches the accepted duplicate variants.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems and failure modes: batched inference token leakage vs device-mapping device mismatch." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument error is unrelated to Strix Halo mmap/OOM behavior." + }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/loading regressions, but they affect different models and failure modes (runtime error vs silent bf16 fallback)." + "reason": "Unexpected _is_hf_initialized argument during meta init is unrelated to MXFP4 quantization fallback." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "These are different problems: a vague GLM5 issue versus a quantized-model save/load corruption report." + "reason": "GLM5 is too broad and unrelated to a sinq save/load regression." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Completely different bugs: SwitchTransformers sparse-layer creation versus Gemma4 FSDP2 shared-state rebuilding." + "reason": "Sparse-layer construction bug in SwitchTransformers is unrelated to Gemma4 FSDP2 shared_kv_states handling." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but the causes are different (int4 reserved memory regression vs mmap on Strix Halo)." + "reason": "Both mention OOM, but one is int4 reserved-memory growth and the other is mmap on Strix Halo." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both involve gradient checkpointing, but one is about PEFT/LoRA ineffectiveness and the other about eval-mode restrictions." + "reason": "Both involve gradient checkpointing, but one is ineffective under PEFT LoRA and the other forbids eval mode." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying `resize_token_embeddings` bug: the Gemma4-specific report and the generic output-embedding report describe the same propagation failure." + "reason": "Same underlying bug: resize_token_embeddings does not propagate correctly to model embeddings/output layers." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model-loading regressions with unrelated symptoms and model families." + "reason": "GLM-4.7-Flash loading failure is unrelated to Qwen3.5 save_pretrained regression." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "No shared bug path; one is checkpointing in eval mode, the other is a Qwen3.5 training instability from position IDs/SDPA fallback." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to RLHF NaN explosion from 3D position_ids." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Extra state save/load handling is unrelated to the Strix Halo mmap OOM issue." - }, - { - "left": "issue:44479", - "right": "issue:44877", - "accept": false, - "reason": "Different regressions: video-input handling for Qwen VL models versus strict config loading for granite_speech." + "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Unrelated failures in flash-attention integration and Gemma4 FSDP2 attention state handling." + "reason": "flash_attention.py s_aux=None crash is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different model-specific correctness bugs with no shared code-path indication." + "reason": "Qwen3 device-map cuda assert and AudioFlamingo3 token leak are different bugs." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both are custom-model save/load adjacent, but one is file-permissions propagation and the other is wrong module loading; not the same bug." + "reason": "Both concern save/load custom models, but one is permissions propagation and the other is wrong-module loading." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to granite_speech strict config loading." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions are not the same issue as Strix Halo mmap OOMs." + "reason": "meta-device loading failures are unrelated to mmap/OOM behavior." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage and Trainer max_steps calculation are unrelated." + "reason": "Custom model initialization breakage is unrelated to resume_from_checkpoint max_steps calculation." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same `resize_token_embeddings` propagation failure, expressed as output-embedding versus decoder.embed_tokens updates in different model families." + "reason": "Same underlying bug: resize_token_embeddings fails to update the relevant output/decoder embedding modules." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Both touch custom models, but notebook initialization and extra_state serialization are distinct problems." + "reason": "Jupyter custom-model initialization and extra_state save/load are different issues." }, { - "left": "issue:43828", - "right": "issue:43957", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Different failure mechanisms: autocast dtype mismatch versus meta-device loading breakage." + "reason": "Tokenizer vocab-size mismatch for one model and a generic model-loading failure are not clearly the same bug." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43828", + "right": "issue:43957", "accept": false, - "reason": "Tokenizer vocab mismatch and model loading failure are not the same underlying bug." + "reason": "Autocast dtype mismatch and meta-device loading are unrelated failure classes." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility and autocast dtype mismatch are separate regressions." + "reason": "Torch 2.10 compatibility is too broad and unrelated to Phi-tiny-MoE autocast mismatch." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the mmap/OOM report." + "reason": "Float8 storage lookup error is unrelated to disabling mmap on Strix Halo." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Different model families and different loading failures; no evidence they are the same bug." + "reason": "Different model families and different loading issues; not the same code-path problem." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to the Gemma4 device-mismatch issue." + "reason": "Compiled flex_attention failure on torch>=2.9 is unrelated to Gemma4 device-mapping mismatch." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language and tokenization-version changes are separate concerns." + "reason": "Whisper return_language pipeline regression is not the same as a broad tokenizer-version change report." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are Transformer 5 custom-model regressions, but one is base_model_prefix loading and the other is notebook initialization; not the same concrete bug." + "reason": "Both involve Transformers 5.0.0 and custom models, but the concrete breakages are different." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility and Gemma4 device placement are different issues." + "reason": "Torch version incompatibility is unrelated to Gemma4 forward device mismatch." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility and image preprocessor dtype mismatch are unrelated." + "reason": "Torch 2.10 compatibility and Mistral-3 dtype mismatch are unrelated." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different failures in attention/cache handling versus template-node compilation." + "reason": "Qwen3.5 PagedAttentionCache crash is unrelated to non-template node compilation error." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "The isolated reproduction issue is not the same as the Qwen3.5 PagedAttentionCache crash." + "reason": "Isolated reproduction of another issue and Qwen3.5 cache crash are not the same bug." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated." + "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are unrelated." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "torch.export with torch_compilable_check and Perceiver interpolation are different code paths." + "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization fallback." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask shape mismatch are not the same underlying bug." + "reason": "Video-input regression and mask-shape IndexError are different failure modes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: most pairs are reasonably rejected as unrelated, and the `resize_token_embeddings` cluster is the only clearly supported duplicate pocket. The choice of `issue:45698` as the representative save/load issue is conservative and fits the open, concrete custom-module regression reports without overclaiming. No PR mergeability concerns apply here." + "feedback": "The summary stays within the packet evidence and is appropriately conservative. The only clearly supported duplicate cluster is the resize_token_embeddings trio (45276/45292/45335), and the chosen canonical issue 45292 is a reasonable generic representative. The negative soft-edge verdicts are also cautious and do not overclaim cross-issue equivalence." }, "evaluator_used": true, "retried": false, @@ -2485,13 +2583,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 8, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:32090", "issue:34567", @@ -2519,8 +2617,6 @@ "issue:43994", "issue:44079", "issue:44164", - "issue:44206", - "issue:44220", "issue:44451", "issue:44479", "issue:44488", @@ -2540,7 +2636,8 @@ "issue:45084", "issue:45584", "issue:45759", - "issue:45859" + "issue:45859", + "issue:46304" ], "soft_pairs": [ "issue:43901|issue:44509", @@ -2552,237 +2649,236 @@ "issue:43596|issue:44683", "issue:44991|issue:45081", "issue:43994|issue:44079", - "issue:43856|issue:44756", "issue:44671|issue:44991", + "issue:43856|issue:44756", "issue:39404|issue:44671", - "issue:44164|issue:44479", "issue:44737|issue:45859", + "issue:44164|issue:44479", "issue:44488|issue:45081", "issue:43582|issue:43632", - "issue:44661|issue:44683", "issue:43611|issue:43644", + "issue:44661|issue:44683", "issue:40990|issue:43421", "issue:32090|issue:39404", "issue:43716|issue:45084", "issue:44488|issue:44987", "issue:43643|issue:44530", - "issue:36032|issue:42915", "issue:34567|issue:40444", + "issue:36032|issue:42915", "issue:44811|issue:45584", + "issue:44530|issue:46304", "issue:43541|issue:45084", "issue:44451|issue:44987", - "issue:42915|issue:44530", - "issue:43644|issue:43646", - "issue:44206|issue:44220" + "issue:43644|issue:43646" ], - "prepared_review_unit_hash": "801c192f5a56fdf82327573e8720319ed975932e0805671951a3c036ee872ae4", + "prepared_review_unit_hash": "6af9f12f65a94ee0b0a22bfde60730dfe962a376cae8d4f4f36f86ad55b6415f", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36889, - "estimated_input_tokens": 9223, - "estimated_eval_tokens": 18702 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36036, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is thematically broad rather than duplicate-heavy: it mixes many Transformers v5 regressions, model-loading failures, tokenizer issues, and a few unrelated audio/docs/multimodal bugs. None of the proposed soft pairs look like the same underlying bug or change.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s dominant theme: Transformers v5 model-loading regressions. It is more general than the narrower model-specific or component-specific issues.", + "summary": "Mostly heterogeneous issue reports with a loose common theme of Transformers v5 regressions, but none of the soft-edge pairs look like the same underlying bug or change. No PRs were present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest, most representative regression report here: a v5 model-initialization breakage that plausibly spans multiple downstream loading failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single representative of the cluster because it captures the most central and reusable failure mode among these items: v5 loading behavior breaking for models.", + "best_issue_reason": "issue:43646 is the best single representative issue because it describes a general Transformers v5 initialization regression rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but one is about TextClassificationPipeline return_all_scores wording while the other is about removed pipeline tasks in v5; related theme, not the same change." + "reason": "Both are docs issues, but they cover different doc mismatches: one about return_all_scores, the other about removed pipeline tasks." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Different failures in different code paths: missing Float8 storage vs a template-node compilation error." + "reason": "Unrelated failures: a float8 storage lookup error versus a template-compilation error." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "One is a torch version compatibility issue, the other is a Qwen3.5 input-embedding/TRL trainer failure; unrelated bugs." + "reason": "Different problems: Torch version incompatibility versus a TRL SFT trainer embedding/unpacking issue." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer special-token method conflict and gguf_file loading breakage are separate tokenizer/model-loading problems." + "reason": "Separate tokenizer/loading bugs affecting different code paths and model formats." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "save/from_pretrained extra_state handling and AutoModelForCausalLM.from_config text_config unwrapping are different API regressions." + "reason": "One is save/from_pretrained extra_state handling; the other is from_config text_config unwrapping for composite Qwen configs." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but they describe different model variants and different breakages; not clearly the same bug." + "reason": "Same family, but different underlying load failures: dev0 model-loading regression versus checkpoint weight-shape mismatch." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "deepspeed zero3/BertModel indexing and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Different subsystems and errors: DeepSpeed zero3/BERT indexing versus torch>=2.9 flex_attention compilation." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer load failures, but for different models and different failure mechanisms." + "reason": "Both are tokenizer-loading problems, but for different models and different failing code paths." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "A specific SigLIP2 bad-output issue and a generic ModelOutput key-assignment bug are not the same concrete defect." - }, - { - "left": "issue:43856", - "right": "issue:44756", - "accept": false, - "reason": "Both mention memory pressure, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM behavior." + "reason": "A specific model producing bad outputs is not the same as a generic ModelOutput key-assignment bug." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for est-roberta are unrelated." + "reason": "Masked LM prediction regression and tokenizer load failure are different bugs." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM regression are different model-specific issues." + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM mitigation." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:39404", + "right": "issue:44661", "accept": false, - "reason": "Extra_state serialization and a video-input regression in Qwen multimodal models do not share the same underlying bug." + "reason": "Whisper pipeline language return regression and add-new-model-like tokenizer mapping failure are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device/performance related, but XLNet CPU arange placement and Qwen3_5Moe CPU-offload incompatibility are distinct code paths." + "reason": "Both are device/offload-related, but they affect different models and different forward paths." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization extra_state handling is unrelated to the Qwen VL video-input regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Two separate tokenizer-loading reports for different models and different symptoms." + "reason": "Different tokenizer load failures with different triggers and model families." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized regression are unrelated." + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized regression are distinct runtime issues." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Model registry generation and compiled flex_attention failures are unrelated." + "reason": "Different v5 regressions: base_model_prefix loading versus non-persistent buffer initialization." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different breakages." + "reason": "Token-mapping failure and flex_attention compilation failure are unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity on GPT-OSS and runtime post-processor updating are unrelated." + "reason": "Perplexity regression on GPT-OSS is not the same as runtime special-token/post-processor update behavior." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper pipeline return_language are unrelated." + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 image dtype mismatch and template-node compilation error are different failures." + "reason": "Different model-specific failures: dtype mismatch in Mistral-3 versus template compilation error." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Separate model-loading regressions affecting different repositories and different tokenizer/model paths." + "reason": "Both are load failures, but they involve different models and likely different tokenizer/config bugs." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are unrelated." + "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 paged-attention cache group-type crash are unrelated." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "T5 tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "TrainerState token counter bug and Qwen2.5-VL iterable dataset failure are different issues." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "TrainerState token-count tracking and Qwen2.5-VL iterable dataset multi-image finetuning are unrelated." + "reason": "T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both concern Whisper, but one is batch_decode skip_special_tokens handling and the other is empty transcription after align_special_tokens; not the same bug." + "reason": "Both are Whisper/special-token related, but one is batch_decode skipping behavior and the other is generation failing on empty transcription." + }, + { + "left": "issue:44530", + "right": "issue:46304", + "accept": false, + "reason": "Qwen3.5 cache/group-type crash and USE_DISTRIBUTED=0 support regression do not describe the same bug." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and template-node compilation failure are different runtime errors." + "reason": "Torch dynamo tracing on Mixtral grouped_mm is unrelated to a template-node compilation error." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Loading vesteinn/ScandiBERT and loading physical-intelligence/fast fail for different reasons and code paths." + "reason": "Two different model-loading failures for different checkpoints and likely different causes." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but one is buffer initialization and the other is custom model initialization; not the same underlying change." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "Feature-extractor center-arg regression and _torch_extract_fbank_features() issue are related to audio preprocessing but appear to be distinct defects." + "reason": "Related to v5 initialization, but one concerns non-persistent buffers while the other is custom model initialization; not the same bug." } ] }, @@ -2798,28 +2894,27 @@ "component_index": 1, "component_count": 18, "review_unit_index": 9, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:36032", "issue:42175", "issue:42915", "issue:43089", "issue:43262", - "issue:43296", "issue:43317", "issue:43322", "issue:43377", "issue:43404", "issue:43452", "issue:43482", - "issue:43531", "issue:43540", + "issue:43611", "issue:43632", "issue:43645", "issue:43646", @@ -2828,6 +2923,7 @@ "issue:43883", "issue:43994", "issue:44062", + "issue:44206", "issue:44220", "issue:44265", "issue:44291", @@ -2842,7 +2938,6 @@ "issue:44683", "issue:44756", "issue:44849", - "issue:44877", "issue:44987", "issue:44991", "issue:45081", @@ -2856,6 +2951,7 @@ "issue:46178" ], "soft_pairs": [ + "issue:44206|issue:44220", "issue:44464|issue:45987", "issue:43452|issue:43482", "issue:43883|issue:44488", @@ -2869,263 +2965,259 @@ "issue:43646|issue:44534", "issue:43089|issue:45987", "issue:43404|issue:44466", - "issue:44403|issue:45081", "issue:43883|issue:44991", "issue:43322|issue:43540", "issue:43994|issue:44610", + "issue:44403|issue:45081", "issue:42915|issue:45084", "issue:43645|issue:44534", "issue:43377|issue:43819", "issue:44265|issue:44610", "issue:44451|issue:45081", "issue:44987|issue:45081", - "issue:44220|issue:44683", "issue:45216|issue:45357", + "issue:44220|issue:44683", "issue:36032|issue:43742", "issue:42915|issue:44291", "issue:42915|issue:44589", "issue:43632|issue:44756", "issue:44062|issue:44987", "issue:43404|issue:45127", - "issue:43296|issue:43531", - "issue:43531|issue:44877" + "issue:43611|issue:44534" ], - "prepared_review_unit_hash": "1e03fa04a9d249adce3abe87e09e55b737f8f3cfa2eb0a9b4bd532c7f3461b81", + "prepared_review_unit_hash": "820eb4145c216429a5264d414cf9390e0e4522cdaba043dbf3241cef506cbf28", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37593, - "estimated_input_tokens": 9399, - "estimated_eval_tokens": 19054 + "serialized_chars": 37080, + "estimated_input_tokens": 9270, + "estimated_eval_tokens": 18796 }, "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 that share broad v5/loading similarity, not true duplicates. The only clear duplicate pair is the Qwen3.5 save_pretrained regression (45216/45357).", - "confidence": 0.47, - "canonical_issue_reason": "Issue 45216 is the clearest representative because it describes the core Qwen3.5 save_pretrained corruption, and 45357 reads like a follow-up on the same checkpoint/visual-encoder-key regression.", + "summary": "This cluster is mostly a heterogeneous set of Transformers bugs/regressions, with a loose theme around v5 loading/initialization breakages. The soft pairs are mostly topical neighbors rather than true duplicates, so none should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the recurring v5 custom-model initialization regression family, and several nearby reports (init_empty_weights, _is_hf_initialized, base_model_prefix, tied weights) are variations on that theme. It is still only a loose anchor, not a true duplicate target for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best cluster representative since it has the strongest duplicate linkage in the set and captures the specific regression most directly.", + "best_issue_reason": "Issue 43646 is the best single issue to anchor this cluster because it is broad, clearly regression-oriented, and closest to multiple other initialization-related failures. It is more representative than the very model-specific or subsystem-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature extraction bugs, but one is about an unsupported `center` arg and the other about `_torch_extract_fbank_features`; same area, different failure mode." + }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Different bugs: chunked generation/compiled forward vs StaticCache sequence-length return type." + "reason": "Both mention generation/cache behavior, but one is about compiled forward chunked generation inconsistency and the other about `StaticCache.get_seq_length()` type contract." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve GGUF loading, but the titles point to different failure reports and no shared concrete code-path is clear from the metadata." + "reason": "Both involve GGUF/tokenizer loading, but one is a `gguf_file` API regression and the other is a specific Qwen2.5-GGUF v5 loading failure." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute error vs a model load failure for cjvt/sleng-bert; unrelated symptoms." + "reason": "Both are loading failures after v5 changes, but the model-specific symptoms differ: missing `all_tied_weights_keys` vs a specific `cjvt/sleng-bert` load failure." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map/offload dequantization failure is a different problem from GGUF loading failure." + "reason": "One is dequantized model load with device_map offload, the other is GGUF/Qwen2.5 tokenizer/model loading; different code paths." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model families and different bugs: hidden-states output vs rope-index temporal scaling." + "reason": "Both are Qwen-family regressions, but one is about `output_hidden_states` behavior and the other is a rope/position_ids scaling bug in Qwen2.5-VL." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer add_special_tokens conflict is unrelated to custom model initialization in notebooks." + "reason": "Both concern v5 breaking model initialization/loading, but T5 tokenizer method conflict and notebook custom-model init are separate defects." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different errors and different code paths; no evidence they fix the same underlying issue." + "reason": "The titles are unrelated: template compilation errors versus GraniteMoEHybrid calling an invalid method." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Backend-install packaging issue vs backend-mapping error for tensorflow_text; not the same bug." + "reason": "Both are backend/dependency mapping issues, but one is pip extras missing TensorFlow backend and the other is an unsupported `tensorflow_text` backend entry." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default vs MIMI batched-padding-mask mismatch are different issues." + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is batched vs single-input encoder output mismatch from missing padding-mask support." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5 load failures, but they affect different models and likely different loaders." + "reason": "Both are v5 load failures for specific models, but one is `physical-intelligence/fast` and the other is tokenizer loading for `EMBEDDIA/est-roberta`." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage is unrelated to non-persistent buffer serialization garbage." + "reason": "Both are v5 regressions, but custom model initialization and non-persistent buffer serialization are different underlying bugs." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation GPU sync overhead is unrelated to StaticCache.get_seq_length contract." + "reason": "Generation performance overhead and cache-length return type are unrelated problems." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied lm_head weights, but one is a model tying bug and the other is a serialization inconsistency; not clearly the same concrete defect." - }, - { - "left": "issue:44403", - "right": "issue:45081", - "accept": false, - "reason": "General loading noise vs a Mistral regex patch crash; different failure modes." + "reason": "One is a missing tied lm_head weight for Mistral3, the other is inconsistent lm_head serialization by device; related area, but not the same bug." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different model-loading failures with no shared underlying bug indicated." + "reason": "Both are load-time regressions, but one is tied-weights attribute handling and the other is tokenizer loading for a specific model." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Segmentation fault while loading Llava Next is unrelated to Qwen3OmniMoe video-input validation." + "reason": "Segfault on Llava Next loading versus video-input validation failure in Qwen3OmniMoe are distinct multimodal bugs." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Nonsensical SigLIP2 outputs vs OmDet-Turbo processor resolution mismatch are different issues." + "reason": "Different multimodal models and different symptoms: nonsensical outputs vs processor/model image-size mismatch." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise during transformer loading is not the same as the Mistral regex patch crash on tokenizer internals." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to template-node compilation errors." + "reason": "FineGrainedFP8Config failure and template-node compilation error are unrelated." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model initialization and junk-filled non-persistent buffers are different regressions." + "reason": "Both are v5 regressions around model lifecycle, but notebook initialization and non-persistent buffer serialization are different code paths." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder vs DAC forward/from_latents STE mismatch are different code paths." + "reason": "MIMI encoder padding-mask batching issue and DAC STE mismatch are separate model-specific correctness bugs." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/exportability issue is unrelated to processor input-size mismatch." + "reason": "`torch.export` with `torch_compilable_check` and OmDet-Turbo processor image sizing are unrelated." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Model loading failure for ScandiBERT is unrelated to the Mistral tokenizer regex patch crash." + "reason": "Generic model load failure for `vesteinn/ScandiBERT` is not the same as the Mistral tokenizer regex patch crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different models and different failure points; not the same bug." + "reason": "Different models and different failure points: loading a model checkpoint versus crashing while patching Mistral tokenizer regexes." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:45216", + "right": "issue:45357", "accept": false, - "reason": "Feature-extraction helper bug vs compiled flex_attention regression; unrelated." + "reason": "Both are Qwen3.5 regressions around saving, but one is checkpoint correctness since 5.4.0 and the other is incorrect visual encoder keys in 5.5.3." }, { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression: both describe incorrect checkpoint serialization/visual-encoder-key handling in the same model family." + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank feature extraction and compiled flex_attention are completely different subsystems." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token conflict vs a MobileLLM key error are unrelated." + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are unrelated load-time failures." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different v5 regressions: FP8 config failure vs init_empty_weights/_is_hf_initialized argument issue." + "reason": "Both are v5 regression reports, but Qwen3Moe FP8 config failure and `_is_hf_initialized` init_empty_weights argument error are distinct." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure is unrelated to missing Float8 storage handling." + "reason": "FineGrainedFP8Config failure and missing Float8 storage are separate low-level float8 issues." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag regression and mmap OOM avoidance are separate issues." + "reason": "`_is_hf_initialized` flag regression and Strix Halo mmap OOM are unrelated." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to model/tokenizer load failure for fast." + "reason": "Tokenizer `AddedToken` keyword conflict and model-loading failure for `physical-intelligence/fast` are not the same bug." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both touch tied weights, but one is a model-weight tying bug while the other is LoRA merge with extended vocab collapse; not clearly the same defect." + "reason": "Tied lm_head weights in Mistral3 and LoRA merge collapse with extended vocabulary are different weight-tying problems with different triggers." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window bug are different problems." - }, - { - "left": "issue:43531", - "right": "issue:44877", - "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to granite_speech config strictness." + "reason": "Base model prefix loading breakage and non-persistent buffer junk fill are separate v5 regressions." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and the soft-edge verdicts are generally conservative. The only accepted pair, 45216/45357, is well supported by the titles as the same Qwen3.5 save_pretrained regression." - }, - "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 }, @@ -3134,13 +3226,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 10, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:33666", "issue:36032", @@ -3159,9 +3251,7 @@ "issue:43525", "issue:43531", "issue:43582", - "issue:43611", "issue:43632", - "issue:43646", "issue:43792", "issue:43818", "issue:43856", @@ -3177,6 +3267,7 @@ "issue:44683", "issue:44811", "issue:44829", + "issue:44877", "issue:44991", "issue:45020", "issue:45072", @@ -3192,248 +3283,238 @@ "issue:45923" ], "soft_pairs": [ - "issue:43611|issue:44534", + "issue:43296|issue:43531", + "issue:43531|issue:44877", "issue:36032|issue:41720", - "issue:43425|issue:44403", "issue:44479|issue:45325", + "issue:43425|issue:44403", "issue:40990|issue:44811", - "issue:43792|issue:44589", "issue:43421|issue:44568", - "issue:44403|issue:44991", + "issue:43792|issue:44589", "issue:33666|issue:40444", + "issue:44403|issue:44991", "issue:43632|issue:44534", - "issue:44683|issue:45020", "issue:44079|issue:45663", + "issue:44683|issue:45020", "issue:43381|issue:45923", "issue:44462|issue:45812", - "issue:44291|issue:44589", - "issue:43482|issue:45538", "issue:44829|issue:45479", + "issue:43482|issue:45538", "issue:40444|issue:45325", + "issue:44291|issue:44589", "issue:43317|issue:43856", - "issue:43482|issue:43525", "issue:41553|issue:43582", - "issue:42175|issue:45542", + "issue:43482|issue:43525", "issue:43818|issue:45357", - "issue:41720|issue:45081", + "issue:42175|issue:45542", "issue:43377|issue:45491", + "issue:41720|issue:45081", "issue:43531|issue:44291", - "issue:44265|issue:45072", - "issue:43611|issue:43646", - "issue:42175|issue:43296" + "issue:44265|issue:45072" ], - "prepared_review_unit_hash": "b87edc8cfed58005d967db3b66ba1ff830d933116f366a5304ad0fb03ee923a9", + "prepared_review_unit_hash": "97fa0d00ad2343c037bcb253339f11e8871bda33064b0a45a5222740f3da06f5", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36595, - "estimated_input_tokens": 9149, - "estimated_eval_tokens": 18554 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35722, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated transformer/model-loading regressions, tokenizer bugs, and training/runtime issues. Only one soft pair looks like the same underlying bug: a Transformers v5 model-initialization/loading regression.", - "confidence": 0.47, - "canonical_issue_reason": "issue:43611 is the broadest and most central representative of the shared Transformers v5 loading/initialization regression theme, and it cleanly subsumes the one plausible duplicate pair.", + "summary": "No soft pair looks like the same underlying bug/change. The cluster is heterogeneous, spanning unrelated tokenizer, model-loading, training, attention, and packaging issues; 45020 is the closest umbrella-style issue, but it is not a true duplicate target for the others.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45020 is the broadest, most umbrella-like report in the set: it describes a cross-cutting regression affecting multiple recent models and has the strongest signal for representing the cluster, even though the rest are not duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best cluster representative because it matches the strongest duplicate evidence and sits at the core of the v5 model-loading breakage pattern.", + "best_issue_reason": "issue:45020 is the best representative issue because it is broad, well-scoped, and central to the recurring 'recent transformers versions break models' theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Both are v5 regressions, but they fail in different ways: base_model_prefix/custom init vs non-persistent buffer handling." + "reason": "Different models and failures: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding_window behavior." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and a CUDA device-mapping assert are unrelated bugs." + "reason": "Both involve model/config loading, but the concrete bugs are unrelated and model-specific." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Torch 2.10 compatibility and noisy load logging are different problems." + "reason": "Tokenizer method-name conflict vs Qwen3 device-map CUDA assert; no shared code path." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "These are different Qwen VL regressions: video-input handling vs still-image rope position scaling." + "reason": "Both are Qwen-VL/video-related, but one is a broad video-input regression and the other is a specific still-image RoPE scaling bug." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "WikiText-2 perplexity and Whisper batch_decode token skipping are unrelated code paths." + "reason": "Torch version compatibility vs noisy loading output; unrelated symptoms and fixes." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are distinct issues." + "reason": "Perplexity anomaly on gpt-oss-20b vs Whisper batch_decode skip_special_tokens issue." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates for special tokens and missing BOS/EOS insertion are different tokenizer bugs." + "reason": "Runtime special-token/post-processor sync vs a tokenizer-specific BOS/EOS regression." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "General loading noise and a specific tokenizer-loading regression for EMBEDDIA/est-roberta are not the same bug." + "reason": "Whisper runtime failure vs missing Float8 storage type; different failure surfaces." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL training issues, but one is multi-GPU training and the other is iterable-dataset multi-image prompting." + "reason": "Both touch Qwen VL training, but one is multi-GPU training and the other is IterableDataset/multi-image finetuning." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "The _is_hf_initialized regression and junk-filled non-persistent buffers are separate Transformers v5 failures." + "reason": "Generic loading noise vs tokenizer loading failure for a specific model repo." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading breakage are unrelated." + "reason": "_is_hf_initialized flag breakage vs non-persistent buffer corruption; distinct regressions." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 shared_kv_states reconstruction are different issues." + "reason": "ModelOutput key assignment bug vs Gemma-4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch 2.9 flex_attention compilation issue vs a transformers v5 remote_code regression; different layers." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing failure and missing supports_gradient_checkpointing are not the same underlying bug." + "reason": "Eval-mode gradient-checkpointing misuse vs missing supports_gradient_checkpointing flag." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Ignoring tokenizer.json and wrong Granite token IDs are both tokenizer regressions but not the same concrete failure." + "reason": "Ignoring tokenizer.json in repo vs wrong token IDs for Granite models; not the same defect." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Unexpected _is_hf_initialized in init_empty_weights and Float8 storage lookup are unrelated." + "reason": "Flash-attention training degeneration vs zero-loss single-label classification bug." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer max_length misuse are unrelated tokenizer/model issues." - }, - { - "left": "issue:44829", - "right": "issue:45479", - "accept": false, - "reason": "Both involve degenerate training, but the model paths and root causes differ." + "reason": "Qwen2.5-GGUF loading failure vs CLIPTokenizer max-length constant; unrelated tokenizer/model issues." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multi-image iterable-dataset failure and still-image temporal position scaling are different Qwen2.5-VL bugs." + "reason": "Multi-image prompt finetuning failure vs still-image temporal position scaling bug; different logic paths." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Device-map/offload loading failure and Qwen3 MoE memory inefficiency are distinct training/runtime problems." + "reason": "init_empty_weights/_is_hf_initialized TypeError vs missing Float8 storage object; unrelated initialization/storage problems." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Transformers v5 GGUF loading failure and missing pad_token_id on Llama4Config are separate regressions." + "reason": "Device-map offload loading failure vs Qwen3 MoE memory inefficiency; not the same bug." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral and an AppleSilicon TypeError are unrelated." + "reason": "Bad AutoTokenizer error message for Voxtral vs Apple Silicon TypeError in caching_allocator_warmup." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Both concern TensorFlow packaging, but the reported failures are different enough to avoid merging as duplicates." + "reason": "GGUF loading regression vs missing pad_token_id on Llama4Config; different models and causes." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained key regression are unrelated." + "reason": "Video-LLaVA tower architecture issue vs Qwen3.5 save_pretrained key regression." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "A Qwen3 device-mapping CUDA assert and a Mistral tokenizer regex patch crash are unrelated." + "reason": "Missing TensorFlow in torch extra vs tensorboard-installed-without-TF backend error; packaging issues but not one bug." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI padding-mask mismatch and Gemma3 mixed-length NaNs are both batching-related but not the same bug." + "reason": "MIMI padding-mask batch mismatch vs Gemma3 mixed-length NaNs from sliding-window/all-padding windows." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map CUDA assert vs Mistral regex patch AttributeError; different subsystems." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." + "reason": "Qwen3-MoE sliding_window bug vs init_empty_weights TypeError; no shared concrete code path." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export export failures and bfloat16 dtype mismatches are different concrete issues." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": true, - "reason": "Both describe the same Transformers v5 model-initialization/loading regression affecting custom model loading paths." - }, - { - "left": "issue:42175", - "right": "issue:43296", - "accept": false, - "reason": "TensorFlow backend packaging and PaddleOCR-VL loading in vLLM are unrelated." + "reason": "torch.export/torch_compilable_check failure vs bf16 dtype mismatch in inference; unrelated errors." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The one accepted pair (43611/43646) is a conservative, mergeable same-bugfix match around Transformers v5 model initialization/loading regressions. The other rejections read cautious rather than 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 }, @@ -3442,21 +3523,21 @@ "component_index": 1, "component_count": 18, "review_unit_index": 11, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:35707", "issue:39692", "issue:40444", "issue:40990", "issue:41720", + "issue:42175", "issue:42915", - "issue:42947", "issue:43257", "issue:43262", "issue:43296", @@ -3464,10 +3545,11 @@ "issue:43454", "issue:43482", "issue:43550", - "issue:43572", "issue:43606", + "issue:43611", "issue:43632", "issue:43644", + "issue:43646", "issue:43701", "issue:43746", "issue:43761", @@ -3492,7 +3574,6 @@ "issue:45325", "issue:45381", "issue:45584", - "issue:45759", "issue:45800", "issue:45823", "issue:45834", @@ -3500,252 +3581,252 @@ "issue:45923" ], "soft_pairs": [ - "issue:43792|issue:43957", + "issue:43611|issue:43646", "issue:43632|issue:45072", "issue:43994|issue:44898", + "issue:42175|issue:43296", "issue:45325|issue:45834", - "issue:44079|issue:44534", + "issue:43792|issue:43957", "issue:43454|issue:44466", + "issue:44079|issue:44534", "issue:42915|issue:43482", "issue:40444|issue:45381", "issue:45325|issue:45381", "issue:43644|issue:44079", - "issue:43296|issue:45800", - "issue:43761|issue:44079", "issue:35707|issue:40444", + "issue:43761|issue:44079", "issue:44479|issue:45823", - "issue:44291|issue:44877", "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:43296|issue:45800", "issue:44568|issue:45920", "issue:43701|issue:45325", "issue:43606|issue:43819", - "issue:41720|issue:45823", "issue:44186|issue:44265", + "issue:41720|issue:45823", "issue:43454|issue:43550", "issue:43262|issue:43746", "issue:43881|issue:44488", "issue:39692|issue:40444", "issue:40990|issue:45584", - "issue:43454|issue:45072", "issue:43377|issue:44610", - "issue:43257|issue:45923", - "issue:43572|issue:45759", - "issue:40990|issue:42947" + "issue:43454|issue:45072", + "issue:43257|issue:45923" ], - "prepared_review_unit_hash": "43bf26ef93d1c0dd74f1048820bb2888f3c883f00021137a31488e3d282698cb", + "prepared_review_unit_hash": "62dfc06155965638f27ddcfa76b3f044d46c1af0cb299ce7a02664c06236f3b8", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37187, - "estimated_input_tokens": 9297, - "estimated_eval_tokens": 18850 + "serialized_chars": 37137, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated model-loading/regression bugs. There isn\u2019t a strong duplicate group; the closest theme is broad Transformers v5 regressions, but the soft pairs mostly differ in concrete code paths and should stay separate.", - "confidence": 0.32, - "canonical_issue_reason": "issue:45920 is the broadest and most representative issue in the set: it describes a cross-model tokenizer regression affecting multiple families, which fits the cluster\u2019s loose v5-regression theme better than the narrower single-model reports.", + "summary": "This cluster is mostly heterogeneous: it mixes unrelated model-loading, tokenizer, vision, audio, and v5-regression reports. There is no clear duplicate set; the closest theme is generic Transformers v5 loading/init regressions, but the paired items still describe different bugs.", + "confidence": 0.84, + "canonical_issue_reason": "No single exact duplicate spans the cluster. If forced to anchor the cluster, issue 43611 is the broadest Transformers v5 model-loading regression and is thematically closest to several others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best issue to anchor this cluster because it is open, high-impact, and spans several model families rather than a single model-specific failure.", + "best_issue_reason": "43611 is the best issue anchor because it is the most general, centrally relevant regression report in the set; the others are mostly model-specific or unrelated failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Both are load failures, but one is Whisper inference failure and the other is meta-device loading breakage across different models; not the same bug." + "reason": "Both involve v5 initialization/loading behavior, but one is about base_model_prefix loading and the other about custom model initialization; not the same concrete bug." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "Both involve v5 inference regressions, but one is about `_is_hf_initialized` and the other is a bfloat16 dtype mismatch; different code paths." + "reason": "_is_hf_initialized flag breakage and bfloat16 dtype mismatches are different failure modes in different code paths." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model issues, but one is bad outputs/loading for SigLIP2 and the other is Perceiver resolution handling; not the same defect." + "reason": "Different models and different bugs: SigLIP2 AutoModel/pipeline mismatch vs Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue vs a model-loading failure in vLLM; unrelated." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both touch multimodal indexing, but one is Qwen2.5-VL temporal position scaling and the other is Kosmos2.5 long OCR index overflow; distinct bugs." + "reason": "Both are vision/OCR-adjacent, but one is a Qwen2.5-VL rope-index scaling bug and the other is a Kosmos2.5 long-input index error." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internal regressions." + "reason": "Whisper runtime failure and meta-device loading regressions are unrelated." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied lm_head weights, but one is failure to tie weights and the other is inconsistent serialization behavior; not mergeable as one fix." + "reason": "Both mention tied lm_head weights, but one is a generation tie failure and the other is inconsistent serialization; different bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated regressions." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different models and failures: FineGrainedFP8Config on Qwen3Moe vs GGUF loading on Qwen2.5; no shared concrete bug." + "reason": "Different models and different loading/config failures; no shared concrete bug." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen VL multimodal issues, but one is finetuning with multiple images per prompt and the other is video position-id computation; separate paths." + "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning with IterableDataset and the other is video position-id handling." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Related by Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video vision_position_ids; different regressions." + "reason": "Likely adjacent Qwen2.5-VL rope/position-id logic, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same bug." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer initialization and ModelOutput key bookkeeping are different internal behaviors." + "reason": "Non-persistent buffer junk vs ModelOutput key handling are unrelated." }, { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "One is a specific PaddleOCR-VL load failure in vLLM, the other a broad torch/transformers version incompatibility; not the same issue." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVision hidden_states regression and ModelOutput key assignment are unrelated." + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment are different issues." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is a generation bug; the other is multimodal finetuning with multiple images." + "reason": "Both are model regressions, but one is Qwen VL video input behavior and the other is a Gemma4 PLE device mismatch." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Both are multimodal model regressions, but one is Qwen video-input position handling and the other is Gemma4 device-map mismatch; distinct failures." + "reason": "CPU offload device mismatch and torch.export/export compatibility with torch_compilable_check are unrelated." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "One is an init_empty_weights/_is_hf_initialized argument breakage, the other a strict config loading issue for granite_speech; different root causes." + "reason": "Unexpected _is_hf_initialized argument and strict config rejection are different loading failures." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "CPU offload device mismatch and torch.export/export with torch_compilable_check are separate mechanisms and bugs." + "reason": "PaddleOCR-VL load failure in vLLM and a torch/transformers compatibility issue are not the same bug." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Tokenizer special-token insertion failure is not the same as the broader wrong-token-IDs regression, even if both involve tokenization." + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is wrong token IDs across several models." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope position scaling are unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Device-mismatch on CPU offload and DAC latent decoding mismatch are different code paths." + "reason": "CPU offload device mismatch and DAC.from_latents vs forward mismatch are unrelated." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Both are device-related model failures, but one is an A800 cuda assert in Qwen3 and the other is Gemma4 PLE auto-device-map mismatch." + "reason": "Tokenizer crashes on NER/padding and export failures with torch_compilable_check are different code paths." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "Tokenizer padding/NER crashes and export-time torch_compilable_check failures are unrelated." + "reason": "Different models and different device-mapping failures; not the same bug." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head tying/serialization and SDPA torch.compile failures are not the same bug." + "reason": "AyaVision tied-weight loading and Bamba torch.compile/SDPA failure are unrelated." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different subsystems." + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate issues." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different loading failures for different models; no shared concrete root cause is evident." + "reason": "Different models and different load failures; no shared underlying bug." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation/example errors for SigLIP2 and Qwen2.5-VL finetuning failures are unrelated." + "reason": "SigLIP2 docs example errors and Qwen2.5-VL multi-image finetuning failures are unrelated." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity regression on gpt-oss and Whisper empty-transcription generation failure are separate issues." - }, - { - "left": "issue:43454", - "right": "issue:45072", - "accept": false, - "reason": "AyaVision tied-weight generation bug and a bfloat16 dtype mismatch are different failure modes." + "reason": "High perplexity on a language model and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask behavior and OmDet-Turbo input-size mismatch are unrelated model/processor bugs." - }, - { - "left": "issue:43257", - "right": "issue:45923", - "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and missing gradient-checkpointing flag are different issues." + "reason": "MIMI padding-mask inconsistency and OmDet-Turbo processor/model size mismatch are different bugs." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "StableLm pad_token_idx omission and Qwen composite-config unwrapping are separate config-loading problems." + "reason": "Tied lm_head weight loading and dtype mismatches in inference are unrelated." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "High perplexity on a model and ineffective gradient checkpointing with LoRA are unrelated." + "reason": "Qwen3 MOE weight conversion and missing supports_gradient_checkpointing are different issues." } ] }, @@ -3761,13 +3842,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 12, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:34634", "issue:35707", @@ -3777,8 +3858,8 @@ "issue:42175", "issue:42617", "issue:42915", + "issue:42947", "issue:43295", - "issue:43296", "issue:43317", "issue:43322", "issue:43377", @@ -3787,6 +3868,7 @@ "issue:43454", "issue:43526", "issue:43550", + "issue:43572", "issue:43577", "issue:43606", "issue:43708", @@ -3810,303 +3892,268 @@ "issue:45072", "issue:45357", "issue:45406", - "issue:45632", - "issue:45684", "issue:45701", "issue:45704", + "issue:45759", "issue:45823", "issue:46050", "issue:46291" ], "soft_pairs": [ "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:40990|issue:42947", "issue:43377|issue:44898", "issue:43873|issue:45701", "issue:43454|issue:43720", - "issue:43296|issue:44991", - "issue:44466|issue:45357", "issue:41720|issue:44977", + "issue:44466|issue:45357", "issue:44991|issue:46291", "issue:43526|issue:43883", "issue:43881|issue:44991", "issue:42617|issue:42915", "issue:35707|issue:41720", - "issue:43577|issue:43708", "issue:34634|issue:35707", + "issue:43577|issue:43708", "issue:44008|issue:45823", "issue:43450|issue:45701", - "issue:44877|issue:44991", - "issue:44186|issue:45072", "issue:43404|issue:45357", - "issue:36331|issue:42915", + "issue:44186|issue:45072", + "issue:44877|issue:44991", "issue:43550|issue:43720", - "issue:42175|issue:46291", + "issue:36331|issue:42915", "issue:36331|issue:42617", "issue:44423|issue:45406", - "issue:44387|issue:45704", + "issue:42175|issue:46291", "issue:43873|issue:44756", + "issue:44387|issue:45704", "issue:44610|issue:44898", - "issue:44186|issue:44610", "issue:43749|issue:44534", "issue:43550|issue:43606", + "issue:44186|issue:44610", "issue:43295|issue:45701", - "issue:42915|issue:43317", - "issue:43322|issue:46050", - "issue:45632|issue:45684", - "issue:41720|issue:43322", - "issue:40990|issue:45701", - "issue:41720|issue:42617" + "issue:43322|issue:46050" ], - "prepared_review_unit_hash": "ec3fbdeb19be7cc5ae3b07afc927320b57ad6d7827c527c1efc004dc21a3cb94", + "prepared_review_unit_hash": "0ec081241a5b9915be8e3686a448d24b265d2373a5a71fd3a60f05ca5fdcc236", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38932, - "estimated_input_tokens": 9733, - "estimated_eval_tokens": 19722 + "soft_pair_count": 33, + "serialized_chars": 37721, + "estimated_input_tokens": 9431, + "estimated_eval_tokens": 19118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated closed issues; the only apparent thematic overlap is a loose offloading/quantization/loading cluster, but no pair looks like the same concrete bug. No PRs are present.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "The cluster is mostly a loose topical neighborhood of unrelated Transformers issues; none of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43873 is the best representative because it is broad, currently open, and sits at the center of the offloading/quantization-related subset with multiple inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the broadest offloading/quantization umbrella and the closest representative of the weakly related loading/offload subset, but it is not a true duplicate of the others.", + "best_issue_reason": "issue:43873 is the strongest single issue to anchor the cluster: broad symptom framing, open status, and the most plausible overlap with nearby offloading/quantization reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Related to offloading and quantization, but one is a specific dequantized-model load failure and the other is a broad offloading complaint; not the same concrete bug." + "reason": "Both mention offloading/quantization, but one is a specific load failure for a dequantized model while the other is a broader offloading regression; not the same concrete bug." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Both involve shape/masking-like behavior in processors, but the model families and failure modes are different." + "reason": "StableLmConfig pad_token_idx and Qwen multimodal text_config unwrapping are different config-path bugs." }, { - "left": "issue:43873", - "right": "issue:45701", - "accept": false, - "reason": "Offloading/quantization vs tokenization/version drift; no shared code-path or bug." + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity quality on a model/dataset is unrelated to gradient checkpointing behavior with LoRA." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Different problems: tied lm_head weights vs packed-weight unpacking during accelerate loading." + "reason": "A padding-mask discrepancy in MIMI is unrelated to a Perceiver resolution/interpolate_pos_encoding failure." }, { - "left": "issue:43296", - "right": "issue:44991", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Both are load/import failures, but they concern different subsystems and unrelated root causes." + "reason": "General offloading/quantization issues are not the same as a version-dependent tokenization change." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Both mention weight/serialization correctness, but one is a generic lm_head tying issue and the other is a Qwen3.5 visual-encoder key regression." + "reason": "Weight-tying serialization for one model family is unrelated to unpacking packed weights during accelerate loading." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Same model family, but one is a device-map cuda assert and the other is flash-attention generation misbehavior; not enough to merge." + "reason": "Both involve Qwen, but one is a device-map CUDA assert and the other is a flash-attention generation problem; different failure modes and code paths." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Incorrect lm_head serialization by device is separate from saving wrong visual encoder keys." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure vs kernels package import/version requirement; unrelated." + "reason": "Tokenizer loading failure and a kernels package version/revision requirement are unrelated issues." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Different models and bugs: label reduction in an image processor vs missing all_tied_weights_keys on a causal LM." + "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys are unrelated." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Both are load-time failures, but one is a model loading issue and the other is a tokenizer package compatibility issue." + "reason": "A model-loading failure is not the same as a tokenizer-loading regression." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Both are model execution/load failures, but for different scripts and distinct causes." + "reason": "A script execution problem and a Qwen3Moe FP8 load failure do not share the same underlying bug." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-mapping cuda asserts." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to auto device mapping CUDA asserts." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Dtype propagation in BLIP-2 vs Trainer checkpoint resume/max_steps calculation; different code paths." + "reason": "Bark voice preset behavior and generation with inputs_embeds/past_key_values are different features." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Voice preset handling in BarkProcessor is unrelated to generation with inputs_embeds and past_key_values." + "reason": "Dtype propagation in BLIP2 is unrelated to Trainer resume/max_steps calculations." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both are device/name collision style bugs in multimodal models, but the affected models and failure mechanics differ." + "reason": "A variable-name collision in Gemma3n forward is unrelated to a Gemma4 device_map offload mismatch." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug vs version-dependent tokenization change; not the same issue." + "reason": "Batched video processor shape handling is not the same as a tokenization-version regression." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Strict config loading vs tokenizer loading regression; unrelated." + "reason": "lm_head weight tying and visual encoder key serialization are different save/load bugs." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to bfloat16 dtype mismatches in inference." + "reason": "A tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." }, { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Both involve tied-weight/save behavior, but one is Mistral3 lm_head tying and the other is Qwen3.5 visual encoder keys." - }, - { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Trainer custom compute_loss signature mismatch vs Qwen3Moe FineGrainedFP8Config failure; unrelated." + "reason": "Strict config loading for granite_speech is not the same as a tokenizer file-loading failure." }, { "left": "issue:43550", - "right": "issue:43720", + "right": "issue:43606", "accept": false, - "reason": "torch.compile/SDPA failure is not the same bug as packed weights not being unpacked during accelerate loading." + "reason": "torch.compile+SDPA on Bamba and Bark CPU-offload device mismatch are unrelated runtime issues." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Packaging/backend selection issue vs kernels import requirement; unrelated." + "reason": "Trainer compute_loss API mismatch is unrelated to Qwen3Moe fine-grained FP8 loading." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer API mismatch vs script execution failure; no shared underlying bug." + "reason": "The same Trainer callback signature bug does not overlap with the 3d_parallel.py execution failure." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different processor/runtime bugs." + "reason": "Continuous-batching multimodal crashes and Gemma4Processor missing _tokenizer are different processor/runtime bugs." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:44756", + "right": "issue:43873", "accept": false, - "reason": "Quantization OOM in Transformers v5 is unrelated to T5's apex RMSNorm memory leak." + "reason": "Disabling mmap to avoid OOM on Strix Halo is unrelated to quantization offloading behavior." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Both mention memory/offload concerns, but one is quantization offloading and the other is mmap on Strix Halo OOM; not the same bug." + "reason": "Int4 quantization memory growth in Transformers 5.x is unrelated to the apex FusedRMSNorm memory leak." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Different image-processing bugs: wrong fixed size output vs non-default resolution interpolation failure." - }, - { - "left": "issue:44186", - "right": "issue:44610", - "accept": false, - "reason": "Tokenizer crash on batched NER inputs is unrelated to OmDet-Turbo image-size mismatch." + "reason": "An OmDet-Turbo processor size mismatch and a Perceiver interpolation failure are different model-specific shape issues." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are separate v5 loading issues." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk serialization are separate loading/serialization bugs." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different failures and different models; one is SDPA/torch.compile, the other CPU-offload device mismatch." + "reason": "Bamba torch.compile/SDPA failure does not match Bark CPU-offload device mismatch." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to a version-caused tokenization change report." + "reason": "LayoutLMv2Tokenizer input handling and OmDet-Turbo processor output resolution are unrelated." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Both are load-related model failures, but one is Qwen3Moe FP8 config and the other is offload with dequantized models." + "reason": "A processor.tokenizer regression is not the same as a broad tokenization-version change." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segmentation fault loading Llava Next models and sinq quantization save/load breakage are unrelated." - }, - { - "left": "issue:45632", - "right": "issue:45684", - "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permissions propagation in save_pretrained." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Both are model-loading/runtime crashes, but the failures and model families differ." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "Perplexity regression on gpt-oss-20b is not the same as a tokenization change across versions." - }, - { - "left": "issue:41720", - "right": "issue:42617", - "accept": false, - "reason": "Qwen3 device-map cuda assert and a script run failure are not the same underlying bug." + "reason": "A Llava Next loading segfault and a sinq save/load quantization issue are different bugs." } ] }, @@ -4122,13 +4169,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 13, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:29159", "issue:30064", @@ -4137,10 +4184,12 @@ "issue:35707", "issue:36010", "issue:36032", + "issue:40990", "issue:41720", "issue:42617", "issue:42915", "issue:43316", + "issue:43317", "issue:43322", "issue:43388", "issue:43421", @@ -4155,15 +4204,12 @@ "issue:43653", "issue:43720", "issue:43782", - "issue:43873", "issue:43881", "issue:44186", "issue:44361", "issue:44492", "issue:44509", - "issue:44514", "issue:44530", - "issue:44545", "issue:44671", "issue:44743", "issue:44913", @@ -4172,241 +4218,260 @@ "issue:45161", "issue:45406", "issue:45464", + "issue:45632", + "issue:45684", "issue:45701", - "issue:45704", "issue:45759", "issue:45812", "issue:46291" ], "soft_pairs": [ + "issue:45632|issue:45684", + "issue:42915|issue:43317", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:42617", "issue:41720|issue:45161", "issue:36010|issue:42617", - "issue:43425|issue:46291", "issue:45081|issue:45812", + "issue:43425|issue:46291", "issue:43525|issue:46291", - "issue:43531|issue:43572", "issue:43316|issue:44913", + "issue:43531|issue:43572", "issue:44671|issue:44743", "issue:43540|issue:43782", "issue:43421|issue:45812", "issue:44186|issue:44361", "issue:43526|issue:43881", "issue:29159|issue:36032", - "issue:30064|issue:34634", "issue:45406|issue:45464", + "issue:30064|issue:34634", "issue:43550|issue:43653", "issue:43606|issue:43720", - "issue:44530|issue:46291", "issue:43421|issue:45701", + "issue:44530|issue:46291", "issue:42915|issue:43322", "issue:43606|issue:43653", "issue:43531|issue:45759", "issue:44492|issue:44509", "issue:34567|issue:35707", - "issue:43388|issue:45059", - "issue:44514|issue:44545", - "issue:43873|issue:45704" + "issue:43388|issue:45059" ], - "prepared_review_unit_hash": "b6b40840b2be0eb55877acd78cdba789c4d2c8faf2685a35965fcecff83b44b6", + "prepared_review_unit_hash": "45363074c40d6320617997af9918f1f2613ed94890ebb403dc89d335ad224aa7", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35093, - "estimated_input_tokens": 8774, - "estimated_eval_tokens": 17804 + "soft_pair_count": 30, + "serialized_chars": 36021, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous singleton issues across unrelated bugs. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template padding=False crash (issues 44514 and 44545). No PRs are present.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44545 is the best canonical issue because it exactly matches issue:44514 on the same Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash and has slightly stronger report context.", + "summary": "The items are mostly superficially similar by subsystem or model family, but the soft pairs do not describe the same concrete bug or change. None of the proposed pairs look safe to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45812 is the clearest broad regression report in the set: it has a specific user-visible failure, spans all Granite models, and includes inbound references suggesting it is well-anchored as a representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest representative of the cluster\u2019s only true duplicate pair and is the clearest target for consolidation.", + "best_issue_reason": "Issue 45812 is the strongest representative issue for triage because it describes a concrete, high-impact tokenizer regression with a clearly scoped failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a cache-path collision for local models; the other is permissions propagation during save_pretrained. Different bugs and code paths." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve model loading/offload, but one is a Qwen3MoE FP8 failure and the other is a dequantized-model gpu+cpu offload issue. Not the same bug." + }, { "left": "issue:41720", - "right": "issue:45161", + "right": "issue:43322", "accept": false, - "reason": "Both are model-parallel/dispatch failures, but they affect different models and code paths; not the same bug." + "reason": "Auto device mapping cudaErrorAssert on Qwen3 is unrelated to a Llava Next segmentation fault during model load." }, { - "left": "issue:36010", + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "One reports high perplexity on gpt-oss-20b; the other is a broad tokenization version-change complaint. Too different to merge." + }, + { + "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "An import error for GenerationMixin is unrelated to failing to run 3d_parallel.py." + "reason": "Qwen3 auto device mapping crash is unrelated to failing to run 3d_parallel.py." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "A800 cudaErrorAssert under auto device mapping is a different problem from GPT-OSS MoE tensor-parallel not working." + }, + { + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to kernels v0.15 requiring version/revision metadata." + "reason": "GenerationMixin import failure has no overlap with a 3d_parallel.py runtime failure." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is a Mistral regex/backend_tokenizer crash and the other is Granite token ID mis-generation." + "reason": "Mistral regex patching crashes while loading a tokenizer; Granite produces wrong token IDs. Both tokenizer-related, but different failure modes and fixes." }, { - "left": "issue:43525", + "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the kernels import/version issue." + "reason": "Torch compatibility and kernels import requirements are unrelated environment issues." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are different model/config bugs." + "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels requiring version/revision." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both involve config/API behavior, but one is Gemma3TextConfig mismatch and the other is GPTNeoX rotary_pct persistence." + "reason": "Gemma3TextConfig API mismatch is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are different configuration bugs." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated." + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both involve Qwen3 multimodal loading/processing, but they fail in different concrete paths and are not the same issue." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Qwen3VL from_pretrained weight_only loading errors." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Runtime special-token post-processor updates and Granite token ID regression are different tokenizer problems." + "reason": "Runtime special-token/post-processor update bug is different from Granite token-ID regression." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizers, different failure modes, and different task surfaces; not a duplicate." + "reason": "LayoutLMv2 NER/padding crash and MLuke task AttributeError are distinct tokenizer/task failures." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "A BEiT image-processor label reduction bug is unrelated to glm-4v loading failure." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency is broader and not the same as the T5Tokenizer add_special_tokens load conflict." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." + "reason": "Slow-vs-fast tokenizer inconsistency is not the same as T5Tokenizer's add_special_tokens method conflict." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failure are different API paths." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming chat/completions failure." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "CPU offload device mismatch in bark-small and BigBirdTokenizer special-token registration are unrelated." + "reason": "Void segmentation-map processing and Bark voice_preset handling are different processor bugs." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to BigBirdTokenizer decode/special-token behavior." + "reason": "Bamba torch.compile SDPA failure is unrelated to BigBirdTokenizer mask-token registration." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both touch loading/offload, but bark-small device mismatch and BitNet packed-weight unpacking are different root causes." + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking during accelerate loading are different loading paths." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "One is a specific post-processor update bug; the other is a broad report that transformers version changes tokenization. Too vague to treat as the same bug." }, { "left": "issue:44530", "right": "issue:46291", "accept": false, - "reason": "PagedAttentionCache linear_attention group-type failure is unrelated to the kernels version/revision import issue." + "reason": "PagedAttentionCache group-type crash and kernels version/revision import errors 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." + "reason": "Qwen3MoE FP8 loading failure and Llava Next segmentation fault are different model-loading issues." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "These are not the same bug; one is CPU offload device placement, the other is tokenizer special-token handling." + "reason": "Bark CPU offload device mismatch is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and unwrap-text_config on composite multimodal configs are different issues." + "reason": "Sliding_window behavior in Qwen3-MoE and AutoModelForCausalLM.from_config text_config unwrapping are different Qwen-related bugs." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and docs mentioning removed pipelines are unrelated documentation/wording issues." + "reason": "A cache-strategy typo and outdated docs for removed pipelines are unrelated." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated training/generation bugs." + "reason": "TrainerState token count not updating is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Label truncation in gather_for_metrics and SAM3 text/bbox behavior are different code paths." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Exact duplicate: same Qwen2_5_VLProcessor.apply_chat_template batched-input crash when padding=False." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization offloading issues and T5 apex.FusedRMSNorm memory leak are unrelated." + "reason": "gather_for_metrics label truncation and SAM3 text/bounding-box behavior are different training/data-path bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet: it identifies the one clearly duplicated pair (44514/44545) and does not overclaim about the many soft matches. The soft-edge rejections are conservative and consistent with the issue titles, and there are no PRs to consolidate." - }, - "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 }, @@ -4415,13 +4480,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 14, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:33666", "issue:34634", @@ -4442,15 +4507,15 @@ "issue:43844", "issue:43873", "issue:43927", - "issue:43994", "issue:44062", "issue:44186", "issue:44368", "issue:44451", + "issue:44514", + "issue:44545", "issue:44589", "issue:44610", "issue:44625", - "issue:44671", "issue:44843", "issue:44898", "issue:44918", @@ -4473,251 +4538,258 @@ "issue:46294" ], "soft_pairs": [ + "issue:44514|issue:44545", + "issue:43873|issue:45704", "issue:42490|issue:43329", "issue:43421|issue:43927", "issue:41720|issue:43746", - "issue:44451|issue:44991", "issue:44898|issue:45072", - "issue:33666|issue:35707", "issue:45759|issue:45859", + "issue:33666|issue:35707", + "issue:44451|issue:44991", "issue:43531|issue:44589", "issue:45588|issue:45759", - "issue:44987|issue:45042", "issue:44368|issue:45357", "issue:44062|issue:44451", + "issue:44987|issue:45042", "issue:43421|issue:43653", "issue:39692|issue:44610", "issue:45704|issue:45923", "issue:45663|issue:45923", - "issue:44918|issue:44936", - "issue:42886|issue:44843", "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:44918|issue:44936", "issue:43421|issue:44186", "issue:45704|issue:45859", "issue:34634|issue:41720", - "issue:43525|issue:43531", "issue:43381|issue:45704", + "issue:43525|issue:43531", "issue:45081|issue:45356", "issue:39692|issue:43873", "issue:43540|issue:46294", "issue:44625|issue:45479", - "issue:43782|issue:45381", - "issue:43994|issue:44671" + "issue:43782|issue:45381" ], - "prepared_review_unit_hash": "ae61d339e7d0def38040e69268c04424c96bc1f91cae7fec856bd185c32676ea", + "prepared_review_unit_hash": "e9422d73442396c708ec8cd98e03539ff6abb260f8ce66d0e4d0c3beb8ed54dc", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37160, - "estimated_input_tokens": 9290, - "estimated_eval_tokens": 18836 + "soft_pair_count": 31, + "serialized_chars": 37480, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated. The only strong duplicate-like pair is the offline tokenizer loading regression: issue 42886 and issue 44843 appear to describe the same HF_HUB_OFFLINE/cache path failure, with 44843 giving the likely root cause in _patch_mistral_regex.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 42886 is the earlier, broader report of the offline tokenizer-cache failure; issue 44843 looks like the more specific root-cause diagnosis for the same symptom.", + "summary": "Only one strong duplicate pair stands out: the two Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False issues. The rest are mostly separate model-specific bugs or unrelated tokenizer/offline/config regressions, so they should not be merged.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44545 is the cleanest representative of the one clear duplicate pair: it states the exact batched-input/padding=False crash succinctly and matches issue:44514\u2019s underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42886 is the best representative issue to keep because it captures the user-visible failure cleanly and predates the narrower follow-up report.", + "best_issue_reason": "issue:44545 is the best overall issue to represent the cluster because it is the clearest formulation of the only accepted duplicate and is more concise than the near-identical variant.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same API, same failure mode, and same trigger: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding is False." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs a T5 apex RMSNorm memory leak." + }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Different subsystems and failures: local-path import warning vs multimodal token counting bug in video processing." + "reason": "Unrelated: local-path trailing-slash import warning vs a multimodal token counting bug in the video branch." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is save/load preservation of custom token IDs; different bugs." + "reason": "Different code paths: runtime special-token/post-processor sync vs DiaConfig custom token IDs being lost on save/load." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Unrelated model/runtime issues: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + "reason": "Different models and failures: Qwen3 device-mapping cuda assert vs GraniteSpeech local-checkpoint loading with PEFT adapters." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they target different models and likely different root causes; not enough evidence of one bug." + "reason": "Different subsystems: image size/interpolation logic vs dtype mismatch during bfloat16 inference." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Different concrete failures: Perceiver resolution handling vs dtype mismatch in SwitchTransformers/TimmWrapperModel inference." + "reason": "One is config unwrapping for composite multimodal models; the other is CPU-offload incompatibility in rotary embedding." }, { "left": "issue:33666", "right": "issue:35707", "accept": false, - "reason": "Completely different topics: Qwen2-VL multi-GPU training vs progressive generation with inputs_embeds/past_key_values." + "reason": "Unrelated training issues: multi-GPU training vs progressive generation with inputs_embeds/past_key_values." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Different code paths: multimodal config unwrapping vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Both are loading failures, but for different models and different tokenizer/model loading paths." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the Float8 storage lookup failure." + "reason": "Unrelated: sliding_window behavior in Qwen3-MoE vs a missing Float8 storage type error." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sinkless-model crash is unrelated to multimodal config unwrapping." - }, - { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "Different regressions in different layers: loading a specific model vs PIL image processors incorrectly requiring torchvision." + "reason": "Flash-attention sinkless-model AttributeError is unrelated to AutoModelForCausalLM text_config unwrapping." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings during LoRA fine-tuning is unrelated to incorrect visual encoder keys in save_pretrained." + "reason": "A warning about tie_word_embeddings is not the same as incorrect visual-encoder keys being saved." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-arg construction error is unrelated to ScandiBERT model loading." + "reason": "AddedToken keyword collision is unrelated to a model loading failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: loading a specific model vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both touch special tokens, but one is about post-processor refresh and the other about BigBirdTokenizer mask-token registration; not the same bug." + "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is BigBird mask-token registration/decoding." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Documentation/example mistakes vs an image processor/model resolution mismatch are different issues." + "reason": "Different documentation/model mismatch issues: SigLIP2 doc errors vs OmDet-Turbo processor output-size mismatch." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Apex RMSNorm memory leak in T5 is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "A T5 RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states KeyError is a different training-time bug than the gradient-checkpointing flag issue." + "reason": "Gemma4 FSDP2 shared_kv_states reuse is unrelated to the Nemotron trust_remote_code gradient-checkpointing flag issue." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Different trainer failures: unpacking Qwen3.5 input embeddings vs evaluate() after train()." + "reason": "Gradient checkpointing in eval mode is not the same as gradients increasing under HfDeepSpeedConfig ZeRO-3." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Both report the same HF_HUB_OFFLINE tokenizer-loading regression; 44843 identifies the likely root cause in an unconditional model_info() call inside _patch_mistral_regex." + "accept": false, + "reason": "Both involve offline mode, but the concrete causes differ: cache loading vs an unconditional model_info() call in _patch_mistral_regex." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to abnormal gradient growth under ZeRO-3." + "reason": "Different trainer problems: unpacking Qwen3.5 input embeddings vs evaluate() failing after train()." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer problems: runtime special-token updates vs LayoutLMv2 NER/padding crashes." + "reason": "Both are tokenizer-related, but the bugs differ: special-token post-processor updates vs LayoutLMv2 NER/batched padding crashes." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "RMSNorm memory leak in T5 is unrelated to Qwen3_5Moe CPU offload behavior." + "reason": "A T5 fused RMSNorm leak and a Qwen3_5Moe rotary-embedding CPU-offload issue are unrelated." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice preset handling has no relation to Qwen3 auto device mapping CUDA asserts." - }, - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to the Qwen3-MoE sliding_window issue." + "reason": "Different models and causes: BarkProcessor voice preset vs Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode issue and T5 RMSNorm memory leak are distinct failures." + "reason": "Gradient checkpointing/eval-mode behavior is unrelated to the T5 apex memory leak." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different config/model bugs: missing pad_token_id on Llama4Config vs sliding_window handling for Qwen3-MoE." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention mistral-regex-related tokenizers, but one is a backend_tokenizer AttributeError and the other is a codec-handling regression with a misleading warning; not clearly the same bug." + "reason": "They both mention tokenizer-regex behavior, but one is a backend_tokenizer AttributeError and the other is a Kimi-K2.5 codec/regression issue; not the same concrete bug." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc/example errors are unrelated to quantization offloading behavior." + "reason": "Doc/example errors for SigLIP2 are unrelated to quantization/offloading behavior." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both involve Qwen video inputs, but one is a ValueError in Qwen3OmniMoe and the other is an apply_chat_template feature/token mismatch in Qwen3.5-9B; different code paths." + "reason": "Both are video-input issues, but they involve different models and different failure points: processing ValueError vs apply_chat_template token/feature mismatch." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Different model families and bugs: Qwen3.5 num_labels propagation vs generic single-label classification degeneracy." + "reason": "Different classification issues: num_labels propagation in Qwen3.5 vs degenerate zero loss across sequence-classification models." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Weight-only loading error in Qwen3VL is unrelated to Qwen2.5-VL video vision_position_ids." - }, - { - "left": "issue:43994", - "right": "issue:44671", - "accept": false, - "reason": "Different model-specific inference errors: SigLIP2 pipeline misuse vs CamemBERT masked LM regression." + "reason": "Different multimodal failures: Qwen3VL weight_only loading error vs qwen2.5-vl video vision_position_ids being wrong." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate-like pair, issue 42886 and issue 44843, is well supported by their titles as the same HF_HUB_OFFLINE tokenizer-loading regression, with 44843 plausibly describing the root cause. The rejected pairs are handled cautiously and do not overclaim duplicates from the available evidence." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:44514 and issue:44545, is clearly supported by nearly identical titles. The other soft-edge rejections are phrased cautiously and do not overclaim mergeability." }, "evaluator_used": true, "retried": false, @@ -4730,13 +4802,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 15, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:30064", "issue:36010", @@ -4761,6 +4833,7 @@ "issue:43819", "issue:43873", "issue:43950", + "issue:43994", "issue:44008", "issue:44062", "issue:44077", @@ -4779,7 +4852,6 @@ "issue:45081", "issue:45183", "issue:45356", - "issue:45381", "issue:45479", "issue:45834", "issue:45907", @@ -4789,25 +4861,26 @@ ], "soft_pairs": [ "issue:45356|issue:45907", + "issue:43994|issue:44671", "issue:30064|issue:36010", - "issue:43596|issue:44220", "issue:43720|issue:43819", "issue:43746|issue:46050", "issue:44077|issue:44625", + "issue:43596|issue:44220", "issue:43653|issue:43720", - "issue:44220|issue:44661", "issue:42915|issue:43746", "issue:43540|issue:44008", - "issue:43618|issue:43697", + "issue:44220|issue:44661", "issue:43550|issue:45072", + "issue:43618|issue:43697", "issue:43746|issue:43873", "issue:43295|issue:45834", "issue:43550|issue:43819", "issue:45183|issue:45479", "issue:43388|issue:46032", "issue:44186|issue:44898", - "issue:43716|issue:44008", "issue:43335|issue:43756", + "issue:43716|issue:44008", "issue:44062|issue:44488", "issue:43653|issue:43819", "issue:43531|issue:43643", @@ -4815,218 +4888,217 @@ "issue:43950|issue:45987", "issue:43643|issue:44877", "issue:43421|issue:44811", - "issue:30064|issue:36331", "issue:44448|issue:44671", - "issue:43540|issue:45381" + "issue:30064|issue:36331" ], - "prepared_review_unit_hash": "7dd7c9666aa4c0660ccfe9a55c65d4102c3331714c6a65c7f3fec963bb68cf7e", + "prepared_review_unit_hash": "fcc01433df960bd69a2cfc0f8f3a21587b7298db8021d7ec210cb1402588c40b", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37166, - "estimated_input_tokens": 9292, - "estimated_eval_tokens": 18840 + "serialized_chars": 37176, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated regression reports. Several items are in the tokenizer/config/loading area, but none of the soft pairs look like true duplicates of the same underlying bug or change.", - "confidence": 0.29, - "canonical_issue_reason": "issue:44843 is the cleanest representative of the shared tokenizer-regression theme: a concrete, reproducible from_pretrained/_patch_mistral_regex failure with broad user impact. It is still not a duplicate of the other issues.", + "summary": "This cluster is mostly a loose bag of unrelated bug reports with a few weak tokenizer/loading similarities; there is no strong duplicate core. I would not merge any of the soft pairs.", + "confidence": 0.15, + "canonical_issue_reason": "No clear canonical duplicate exists in this set; issue 43873 is only the broadest/highest-activity open report, not a true representative of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the most actionable and broadly relevant issue in the set, with a clear root-cause path and user-facing regression.", + "best_issue_reason": "Issue 43873 is the best single representative by discussion/inbound references, but the cluster is too heterogeneous for a real canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Different bugs: tokenizer codec / mistral-regex regression vs list_repo_files revision forwarding." + "reason": "Different subsystems and failure modes: tokenizer codec/regression vs repo file listing forwarding." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Completely unrelated subsystems: image segmentation processing vs GenerationMixin import error." + "reason": "Both are model-output regressions, but on different models and unrelated code paths." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Different code paths: DeepSpeed ZeRO3/BertModel init vs fbank feature extraction." + "reason": "Image segmentation-map processing and a GenerationMixin import error are unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Unrelated model-loading quantization bug vs DAC latent/STE mismatch." + "reason": "Packed-weight loading in BitNet and DAC latent decoding mismatch are separate bugs." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Both involve loading, but one is PEFT checkpoint loading and the other is sinq quantized save/load corruption." + "reason": "Both involve checkpoint loading, but different models and different root causes." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Different model/config issues: optional post_init constraint vs num_labels propagation." + "reason": "One is a post_init/config constraint issue; the other is num_labels propagation." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug." + "reason": "DeepSpeed/BERT init failure and fbank feature extraction are unrelated." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Audio feature extraction bug vs tokenizer mapping-name handling bug." + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated." }, { "left": "issue:42915", "right": "issue:43746", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "FP8 config failure for Qwen3Moe and GraniteSpeech PEFT checkpoint loading are different problems." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both multimodal, but different models and distinct failures (video processing vs variable name collision)." + "reason": "Both are multimodal-model bugs, but they affect different models and different tensors/inputs." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Different behaviors and code paths: missing attentions assignment vs output drift in RTDetrV2." + "reason": "Audio feature extraction and tokenizer mapping-name handling do not share the same bug." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both dtype/compile-related, but one is SDPA torch.compile failure and the other is bf16 inference mismatch." + "reason": "torch.compile+SDPA failure and bfloat16 dtype mismatches are different code-path issues." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output drift are separate model behaviors." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Checkpoint loading with PEFT is unrelated to offloading with quantization." + "reason": "Checkpoint loading for GraniteSpeech adapters vs quantization/offloading behavior are unrelated." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Different regressions: processor.tokenizer/image routing vs long OCR index error." + "reason": "Processor/tokenizer API regression and long OCR index failure are different issues." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Torch.compile/SDPA failure is unrelated to DAC latent decoding mismatch." + "reason": "Different models and different failures: SDPA compile vs DAC latent conversion." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation bug vs sequence-classification loss degeneracy; different layers of the stack." + "reason": "Input-validation messaging and classification-loss degeneracy are not the same bug." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metrics gathering bug vs Mamba2 cache correctness bug; not the same issue." + "reason": "Metric gathering truncation and Mamba2 cache-length correctness are unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image-resolution handling." + "reason": "Tokenizer batching crash and Perceiver image-size handling are different subsystems." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Different multimodal failures in different models and code paths." + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are different architecture/config bugs." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to Smollm3 RoPE layer selection." + "reason": "Mistral image-preprocessor dtype mismatch and Gemma3n audio mask collision are different multimodal failures." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-arg duplication is not the same as loading a specific model failing." + "reason": "AddedToken construction error and sleng-bert loading failure do not appear to share a root cause." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug vs DAC forward/from_latents mismatch." + "reason": "Tokenizer special-token registration and DAC latent decoding are unrelated." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig trust_remote_code field loss." + "reason": "Qwen3-MoE sliding-window handling and AutoConfig trust_remote_code field loss are separate issues." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper area, but distinct failures: offline model_info call vs missing backend_tokenizer attribute." + "reason": "Both touch _patch_mistral_regex, but one is offline model_info access and the other is a tokenizer attribute crash; not the same concrete bug." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Buffer corruption on from_pretrained is unrelated to a cache-length return-type bug." + "reason": "Non-persistent buffer corruption in from_pretrained and StaticCache seq-length return type are unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both config-related, but one is missing fields on trust_remote_code and the other is strict config blocking granite_speech loading." + "reason": "Missing fields with trust_remote_code and strict granite_speech config loading are different config-path problems." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Post-processor update bug is not the same as batch_decode ignoring skip_special_tokens." - }, - { - "left": "issue:30064", - "right": "issue:36331", - "accept": false, - "reason": "Image segmentation processing failure vs custom trainer loss signature mismatch." + "reason": "Runtime special-token post-processing updates and Whisper batch_decode skip_special_tokens handling are different tokenizer behaviors." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model-specific v4/v5 output regressions; not one shared bug." + "reason": "Different model regressions in v5, but no shared bug or code path is evident." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Both Qwen video issues, but different models and different symptoms, so not the same underlying bug." + "reason": "Segmentation-map processing and CustomTrainer compute_loss signature mismatch are unrelated." } ] }, @@ -5042,13 +5114,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 16, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:28218", "issue:29159", @@ -5056,17 +5128,16 @@ "issue:36010", "issue:39692", "issue:42175", - "issue:43262", "issue:43322", "issue:43404", "issue:43452", + "issue:43540", "issue:43577", "issue:43582", "issue:43606", "issue:43720", "issue:43782", "issue:43818", - "issue:43819", "issue:43825", "issue:43827", "issue:43906", @@ -5089,6 +5160,7 @@ "issue:45072", "issue:45081", "issue:45084", + "issue:45381", "issue:45406", "issue:45584", "issue:45685", @@ -5099,9 +5171,10 @@ "issue:46209" ], "soft_pairs": [ - "issue:39692|issue:45834", + "issue:43540|issue:45381", "issue:43577|issue:43818", "issue:43782|issue:44977", + "issue:39692|issue:45834", "issue:45584|issue:45834", "issue:44821|issue:45084", "issue:43322|issue:45685", @@ -5110,9 +5183,9 @@ "issue:44186|issue:44442", "issue:43825|issue:43994", "issue:34634|issue:36010", - "issue:44561|issue:45020", "issue:44485|issue:44509", "issue:28218|issue:29159", + "issue:44561|issue:45020", "issue:45987|issue:46192", "issue:43577|issue:43582", "issue:44610|issue:45072", @@ -5123,214 +5196,216 @@ "issue:43404|issue:43782", "issue:43582|issue:44857", "issue:45081|issue:45406", - "issue:42175|issue:45081", "issue:43906|issue:46209", "issue:44671|issue:45701", - "issue:43262|issue:43819" + "issue:42175|issue:45081" ], - "prepared_review_unit_hash": "2308f5d85fe9c51df0e96eddd087f43d8abbfa7ff333518e3e71a43f49bb602c", + "prepared_review_unit_hash": "c341d05d9797c6f4f596ffdb922124bf8bd15c545e6014aff2b7bc10dcf9a744", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35584, - "estimated_input_tokens": 8896, - "estimated_eval_tokens": 18048 + "serialized_chars": 35521, + "estimated_input_tokens": 8881, + "estimated_eval_tokens": 18018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a single duplicate cluster; it spans many unrelated tokenizer, model-loading, vision, audio, and docs regressions. I\u2019d use the broad tokenizer-regression report as the nearest representative, but most soft pairs are not true duplicates.", - "confidence": 0.54, - "canonical_issue_reason": "issue:45701 is the broadest representative: it describes version-driven tokenization changes and has multiple inbound references, which makes it the closest umbrella for the tokenizer-related subset.", + "summary": "Mostly a heterogeneous mix of unrelated tokenizer, multimodal, backend, and docs/runtime regression issues. Only two pairs look plausibly duplicate-like: the tokenizer added-token spacing bug and the remote_code/v5 breakage report.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45020 is the broadest regression report in the set and the best anchor for the small v5/remote_code-related overlap; the rest of the cluster is too heterogeneous for a stronger canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best overall representative for the cluster\u2019s tokenizer-regression theme, though the cluster is too heterogeneous to be a true duplicate set.", + "best_issue_reason": "issue:45020 is the most useful overall issue anchor because it captures the broadest downstream breakage pattern among the few related items, even though most items are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Different products and failure modes: SigLIP2 doc example errors vs Kosmos2.5 OCR index error." + "reason": "Both are video-input bugs, but they affect different model families and likely different code paths." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Unrelated bugs: Blip2 dtype handling vs Video-LLaVA missing temporal attention / weight sharing." + "reason": "Different failures: Blip2 dtype loading vs Video-LLaVA missing temporal attention/weight sharing." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different model families and code paths: Qwen3VL weight_only loading vs Qwen3.5 flash-attention generation." + "reason": "Different model and symptom: Qwen3VL load-time weight_only error vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Both mention vision/OCR examples, but they are different models and different failure modes." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription bug is unrelated to Kosmos2.5 long-ocr index errors." + "reason": "Whisper empty-transcription handling and Kosmos2.5 long OCR index errors are unrelated." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-compilation TypeError are unrelated failures." + "reason": "AutoImageProcessor-from-URL loading and template compilation TypeError are unrelated." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segfault vs MPS histogram Int error are different subsystems and symptoms." + "reason": "Llava Next segfault on model load is unrelated to MPS Int histogram support errors." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch for Bark is not the same as bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "CPU offload device mismatch and bfloat16 dtype mismatches are different bugs." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to Kosmos2.5 OCR indexing." + "reason": "Both are vision-related, but one is a video-input regression and the other is a long OCR index error." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash and FastSpeech2Conformer tokenizer loading failure are different tokenizer bugs." + "reason": "Tokenizer crash on NER/padding is not the same as AutoTokenizer failing to load a specific tokenizer class." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message/docs issue about removed pipelines; the other is a model/pipeline output correctness problem." + "reason": "One is a v5 pipeline error-message issue; the other is a SigLIP2 model/pipeline correctness bug." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated." - }, - { - "left": "issue:44561", - "right": "issue:45020", - "accept": false, - "reason": "Both mention remote_code breakage, but they do not identify the same concrete code-path or fix." + "reason": "BarkProcessor voice_preset and GenerationMixin import errors are unrelated." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + "reason": "GLM-5 RoPE discussion is unrelated to docs still mentioning removed pipeline tasks." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "Both are tokenizer-related, but one is about added-token spacing while the other is a broader slow/fast inconsistency; not clearly the same bug." + "accept": true, + "reason": "Same underlying tokenizer regression: added-token spacing behavior differs between tokenizer implementations." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": true, + "reason": "44561 looks like a specific v5 remote_code breakage caused by the broader regression described in 45020." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache return-type bug and return_tensors/text_kwargs precedence are unrelated API issues." + "reason": "StaticCache return type mismatch and return_tensors being ignored are different API bugs." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype state and AppleSilicon caching_allocator_warmup TypeError are different problems." + "reason": "Both involve dtype/type issues, but on different subsystems and platforms." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo processor size mismatch is unrelated to bfloat16 dtype mismatches." + "reason": "Different models and different root causes: processor size mismatch vs dtype mismatch in inference." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "A tensor-mask shape IndexError is not the same as trainer.evaluate() failing after train()." + "reason": "Mask-shape IndexError and trainer.evaluate-after-train failure are unrelated." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading failure and generic dtype mismatch issues are different code paths." + "reason": "Packed-weight loading in BitNet is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve loading/tokenizers, but they are distinct model/package regressions with different symptoms." + "reason": "Both are tokenizer-loading failures, but for different models and likely different causes." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Runtime error-message behavior and documentation references are related thematically, but not the same underlying bug/change." + "reason": "Closely related v5 pipeline-removal theme, but one is runtime messaging and the other is stale documentation, not the same bug." }, { "left": "issue:43404", "right": "issue:43782", "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3VL weight_only loading are unrelated model-specific bugs." + "reason": "Different model families and different generation/loading failures." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "AppleSilicon warmup TypeError and CUDA AMP loss crash are unrelated hardware/backend issues." + "reason": "AppleSilicon warmup TypeError and CUDA AMP loss crash are unrelated." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are separate attribute-access failures." - }, - { - "left": "issue:42175", - "right": "issue:45081", - "accept": false, - "reason": "Backend extras installation problem is unrelated to Mistral tokenizer regex patching." + "reason": "Mistral regex patch crash and Gemma4Processor serve crash are different code paths." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of one prior issue is not the same as FP8 inference failing on B200." + "reason": "Isolated reproduction of one issue and FP8 B200 inference failure are unrelated." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT MLM prediction regression and general tokenization-version changes are related only at a broad tokenizer level, not the same concrete bug." + "reason": "CamemBERT MLM prediction regression and a broad tokenization-version-change report are not clearly the same bug." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC from_latents STE mismatch are unrelated audio processor bugs." + "reason": "Missing TensorFlow backend in a torch install and Mistral tokenizer regex patching are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft pairs are plausibly related, while the rest are reasonably rejected as only loosely similar. The canonical anchor choice is defensible for the remote_code/v5 subset, though 'broadest' is a bit strong given other broad issues in the set." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5339,13 +5414,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 17, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:34634", "issue:36010", @@ -5397,6 +5472,7 @@ "issue:46285" ], "soft_pairs": [ + "issue:43262|issue:43819", "issue:43653|issue:44912", "issue:45003|issue:46285", "issue:43526|issue:43697", @@ -5405,230 +5481,236 @@ "issue:43742|issue:45020", "issue:45084|issue:45538", "issue:43329|issue:45600", - "issue:44589|issue:45042", "issue:43746|issue:44811", + "issue:44589|issue:45042", "issue:43644|issue:43749", "issue:43638|issue:44936", "issue:43550|issue:44912", "issue:43819|issue:43927", - "issue:34634|issue:36331", "issue:44387|issue:44617", - "issue:36010|issue:43645", + "issue:34634|issue:36331", "issue:43854|issue:44977", + "issue:36010|issue:43645", "issue:39692|issue:44912", "issue:38175|issue:44610", "issue:43720|issue:44610", "issue:45459|issue:45803", "issue:43526|issue:44554", - "issue:36010|issue:36331", "issue:43454|issue:43577", - "issue:43531|issue:45042", + "issue:36010|issue:36331", "issue:43262|issue:44811", "issue:43749|issue:44291", + "issue:43531|issue:45042", "issue:43257|issue:43329" ], - "prepared_review_unit_hash": "c98eeff984d4c46577e0f928deab5b9acee59733d3b2b0a8fe1f8c8112401d16", + "prepared_review_unit_hash": "c385fe9933a20854333e42e4a00a272ae914975f9bc13bceb5da65f38d27ddc2", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36627, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "soft_pair_count": 30, + "serialized_chars": 36927, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: the soft pairs mostly share only broad Transformer-regression themes, not the same concrete bug. I would not merge any of the proposed soft edges.", - "confidence": 0.28, - "canonical_issue_reason": "If forced to pick one issue, issue:45020 is the broadest umbrella report in the set (recent-version remote_code breakage), but the cluster as a whole does not form a true duplicate set.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs across different models, processors, loading paths, and training features. I found no pair that clearly represents the same underlying fix, so there is no strong canonical issue here.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out; the items are mostly separate bugs with only superficial theme overlap.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45020 is the most general representative of the loading/regression theme, though it is still not a clean canonical for these mostly unrelated reports.", + "best_issue_reason": "No issue is a good global representative because the set does not cohere around one concrete bug or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor chat-template sampling-rate behavior is unrelated to DAC forward/from_latents mismatch and missing STE." + }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Different bugs: BigBird tokenizer special-token decoding vs MXFP4 quantization/load fallback." + "reason": "BigBirdTokenizer special-token decode bug is unrelated to MXFP4 quantization fallback/loading behavior." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unrelated code paths: sys.modules access in modeling_utils vs CLIP text model structure mismatch." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to CLIP text-model structure inconsistency." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Both are vision/model issues, but one is Beit label reduction and the other is RTDetr output drift." + "reason": "BEiT fast label reduction bug is unrelated to RTDetrV2 output drift in Transformers v5." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but the underlying Qwen models and failure modes differ." + "reason": "Both mention Qwen tie-weight warnings, but they describe different model families and different symptoms; not clearly the same concrete bug." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Placeholder text issue vs isolated reproduction of a separate upstream bug." + "reason": "A vague 'add the data' issue is not the same as an isolated reproduction of a specific upstream bug." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Specific MobileLLM load key error is not the same concrete bug as broad remote_code breakage." + "reason": "MobileLLM load KeyError is a specific model-loading failure, while remote_code breakage is a broader recent-version regression." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Compile/template-node error vs CLIP tokenizer max_length issue." + "reason": "Template-node compile failure is unrelated to CLIPTokenizer's absurd model_max_length value." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token-counting bug vs auto_mappings CI break from removed configs." + "reason": "Undefined video-token helper variables are unrelated to stale auto_mappings references to removed configs." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the torchvision dependency regression." + "reason": "GraniteSpeech local-checkpoint/PEFT loading is unrelated to Whisper batch_decode ignoring skip_special_tokens." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "PEFT/local-checkpoint loading bug vs Whisper batch_decode skip_special_tokens behavior." + "reason": "Float8 storage lookup failure is unrelated to PIL image processors requiring torchvision." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both involve loading/regression symptoms, but one is junk non-persistent buffers and the other is FSDP CPU-RAM-efficient loading." + "reason": "Non-persistent buffer junk in v5.0 and FSDP CPU RAM efficient loading are different loading-path regressions, not the same bug." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different training/eval failures with no shared concrete code path." + "reason": "Zero3 index error with non-pretrained BERT is unrelated to trainer.evaluate() failing after train()." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile + SDPA failure is unrelated to MXFP4 quantization load fallback." + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to MXFP4 quantization fallback for git-oss-20b." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig token-ID persistence." - }, - { - "left": "issue:34634", - "right": "issue:36331", - "accept": false, - "reason": "Bark voice_preset problem vs Trainer compute_loss API change." + "reason": "DAC STE mismatch and DiaConfig token-ID loss cause different failures in different code paths." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but the causes and model paths are different." + "reason": "Int4 quantization memory regression is unrelated to Sam3Video CUDA OOM." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import regression vs Jupyter custom-model initialization breakage." + "reason": "Bark voice_preset and CustomTrainer compute_loss signature errors are unrelated." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and different failures: GLM-4.7-Flash load test vs Qwen3.5 flash-attention generation." + "reason": "GLM-4.7-Flash load-test failure is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error is unrelated to Jupyter custom-model initialization regression." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Doc-example errors for SigLIP2 are not the same bug as MXFP4 loading fallback." + "reason": "SigLIP2 docs/model mismatch and quantization failure is unrelated to MXFP4 loading fallback." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet processor size mismatch." + "reason": "Zero probabilities in SigLIP2 are unrelated to OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight unpacking bug is unrelated to OmDet input-size mismatch." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo image-size mismatch." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both hide errors with broad exception handling, but they are different functions and failure modes." + "reason": "Both are about exception handling, but they are different code paths and different failure modes; not the same bug." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Beit label reduction bug is unrelated to the MPS attention correctness issue." - }, - { - "left": "issue:36010", - "right": "issue:36331", - "accept": false, - "reason": "ImportError for GenerationMixin is a different issue from the unexpected compute_loss keyword argument." + "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision weight-tying bug and BLIP2 dtype loading bug are distinct." + "reason": "AyaVision weight-tying failure is unrelated to BLIP2 dtype propagation bug." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to the torchvision requirement regression." + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are distinct issues." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat_template sampling-rate default and Whisper batch_decode behavior are separate processor bugs." + "reason": "Audio processor chat-template sampling rate is unrelated to Whisper decode token-skipping behavior." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING and init_empty_weights/_is_hf_initialized are different loading-path regressions." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected argument are different loading regressions." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision dependency regression." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to the multimodal token-count video branch bug." + "reason": "Qwen3 MOE loading/conversion and multimodal token counting are unrelated problems." } ] }, @@ -5644,13 +5726,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 18, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:24643", "issue:29159", @@ -5671,6 +5753,7 @@ "issue:43582", "issue:43606", "issue:43643", + "issue:43696", "issue:43697", "issue:43742", "issue:43927", @@ -5709,21 +5792,21 @@ "issue:44568|issue:45356", "issue:29159|issue:34567", "issue:43329|issue:44479", - "issue:42915|issue:43742", "issue:44849|issue:45701", + "issue:42915|issue:43742", "issue:44291|issue:45042", "issue:43257|issue:43931", - "issue:43452|issue:43582", "issue:43927|issue:44912", - "issue:42915|issue:44821", + "issue:43452|issue:43582", "issue:43697|issue:45357", "issue:44568|issue:45488", "issue:33357|issue:34567", + "issue:42915|issue:44821", "issue:41720|issue:43540", "issue:42915|issue:45538", "issue:44987|issue:45538", - "issue:43317|issue:45538", "issue:43540|issue:44479", + "issue:43317|issue:45538", "issue:44479|issue:45381", "issue:43540|issue:44560", "issue:44987|issue:45907", @@ -5732,234 +5815,241 @@ "issue:43742|issue:44291", "issue:43577|issue:45072", "issue:44062|issue:44991", - "issue:38175|issue:44898" + "issue:38175|issue:44898", + "issue:43257|issue:43696" ], - "prepared_review_unit_hash": "6de693b3d5d7aa928afdbcaa739281073ed3fa33b6807aeeea1bd6ad2da16722", + "prepared_review_unit_hash": "14d35e121b3b244f0082e2d9fc13b1c052fd5ea1235199bee5b1c2a35374b214", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36870, - "estimated_input_tokens": 9218, - "estimated_eval_tokens": 18692 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37726, + "estimated_input_tokens": 9432, + "estimated_eval_tokens": 19120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only one soft edge looks like a true duplicate around the Qwen video-input regression. The rest are distinct tokenizer, loading, vision, and DeepSpeed issues.", - "confidence": 0.81, - "canonical_issue_reason": "No single canonical issue spans this heterogeneous cluster; the only clear duplicate edge is the Qwen video-regression pair.", + "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports, with only one likely duplicate-style pair around Qwen video-input regressions. The strongest umbrella issue is the Qwen video regression report, but it is still broader than most others in the set.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the broadest and most central report in the only clear thematic pocket here (Qwen video-input regressions across multiple model families), so it best serves as the cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the broadest umbrella candidate, but it only loosely covers a tokenizer subset and is not a true global representative.", + "best_issue_reason": "issue:44479 is the best standalone representative because it describes a multi-model video-input regression in v5.3.0 and is the most umbrella-like issue among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Different config-loading bugs: missing remote-code fields vs text_config unwrapping." + "reason": "Both are model-loading/configuration bugs, but one is about missing fields from trust_remote_code configs and the other about from_config not unwrapping text_config; different failure modes and code paths." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Path-trailing-slash warning and Qwen3 MoE weight conversion are unrelated." + "reason": "Trailing-slash path import warnings and Qwen3 MoE weight conversion under accelerate+deepspeed are unrelated problems." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both involve video handling, but one is token counting and the other is processor output shape." + "reason": "Both involve video processing, but one is an internal multimodal token-count helper bug and the other is a batched-shape issue in video processors; not the same underlying defect." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and code paths." + "reason": "Both mention CPU offload, but they affect different models and different code paths, so they are not the same bug." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token accounting and perplexity on GPT-OSS are unrelated." + "reason": "TrainerState token accounting and GPT-oss perplexity are unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions with different failure modes and models." + "reason": "These are separate tokenizer regressions with different symptoms and likely different root causes." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counts." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState's num_input_tokens_seen not updating." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Same underlying Qwen video-input regression; 43329 pinpoints the broken video branch that 44479 reports broadly." - }, - { - "left": "issue:42915", - "right": "issue:43742", "accept": false, - "reason": "Qwen3Moe FP8 failure and MobileLLM key error are different loading bugs." + "reason": "Both concern video paths, but 43329 is a helper-function undefined-variable bug while 44479 is a broader video-input regression across Qwen models." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state bug is not the same as a generic tokenization regression." + "reason": "Qwen3.5 output_hidden_states behavior and a generic tokenization-change report are not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM key errors are distinct model-loading issues." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument handling and torchvision import requirements are unrelated." + "reason": "init_empty_weights/_is_hf_initialized and PIL backend torchvision requirements are different failures." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3 loading issues, but one is MoE conversion and the other is VL shape mismatch." - }, - { - "left": "issue:43452", - "right": "issue:43582", - "accept": false, - "reason": "GGUF loading and Apple Silicon allocator warmup are unrelated." + "reason": "Qwen3 MoE weight-conversion/loading and Qwen3-VL weight-shape mismatch are different model-specific problems." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Config token-ID persistence and MXFP4 quantization fallback are different bugs." + "reason": "DiaConfig save/load token IDs and GPT-oss MXFP4 quantization loading are unrelated." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated." + "reason": "gguf_file / from_pretrained loader breakage is unrelated to an Apple Silicon allocator warmup TypeError." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different regressions: RTDetrV2 output drift vs Qwen3.5 save_pretrained key mapping." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key issues are unrelated regressions." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Tokenizer behavior changed, but these are different models and mechanisms." + "reason": "Both are tokenizer-related, but one is BOS/EOS insertion behavior and the other is a LlamaTokenizer pre-tokenizer override affecting DeepSeek models." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Mac bus error on CLIP and trainer token accounting are unrelated." + "reason": "A MacOS bus error in CLIP loading and a TrainerState counter bug are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are different features and failures." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device mapping cuda assert is not the same as Qwen3OmniMoe video processing." + "reason": "Qwen3 auto device-mapping CUDA assert and Qwen3OmniMoe video processing ValueError are not the same bug." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are unrelated." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are unrelated issues." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Repository loading failure and CLIPTokenizer max length are different issues." + "reason": "Loading physical-intelligence/fast and CLIPTokenizer max-length behavior are unrelated." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Dequantized-model offload failure is unrelated to tokenizer max length." + "reason": "Both are video-related, but one is a ValueError in Qwen3OmniMoe processing and the other is a broader multi-model video regression; not enough evidence they share the same root cause." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Related to video inputs, but one is a processing ValueError and the other is a regression in token counting." + "reason": "Dequantized model offload loading and CLIPTokenizer max-length are unrelated." }, { "left": "issue:44479", "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen video regressions, but one is generic video-input failure and the other is wrong vision_position_ids." + "accept": true, + "reason": "Both describe the same family of Qwen video-input regressions, centered on incorrect video-position handling in v5.3.0." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but the failures are different and model-specific." + "reason": "Qwen3OmniMoe video ValueError and Qwen3-vl-embedding StopIteration are different video bugs." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Loading physical-intelligence/fast and forwarding revision in list_repo_files are unrelated." + "reason": "A model load failure and a list_repo_files revision-forwarding CI bug are unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque underflow and a PEFT minimum-version bump are unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-dimension error and tokenizer slow/fast inconsistency are unrelated." + "reason": "DeepSpeed training weight-dimension error and tokenizer slow/fast inconsistency are unrelated." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error and init_empty_weights argument handling are different bugs." + "reason": "Both are loading-related, but one is a missing key for MobileLLM and the other is an unexpected argument under init_empty_weights; different code paths." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both involve dtype, but one is model loading and the other is bfloat16 inference." + "reason": "Blip2 dtype persistence and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are distinct dtype bugs." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading failures, but the titles point to different underlying causes." + "reason": "AddedToken duplicate special-argument handling and EMBEDDIA/est-roberta tokenizer loading are unrelated tokenizer issues." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Zero-probabilities in SigLIP2 and Perceiver image-size handling are unrelated." + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver interpolation failures are different vision-model bugs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and GPT-oss CUDA OOM are not the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as heterogeneous, avoids overclaiming a canonical representative, and only marks the Qwen video-regression pair as a duplicate-like edge. The other soft-edge rejections are cautious and consistent with the issue titles." + "feedback": "The summary is well grounded in the packet: most items are indeed disparate bug reports, and the only clearly related pair is the Qwen video-input regression pocket centered on issue:44479 / issue:45381. The canonical-issue choice is conservative and supported by the breadth of issue:44479. I didn\u2019t see overstatement in the soft-edge verdicts." }, "evaluator_used": true, "retried": false, @@ -5972,13 +6062,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 19, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:28282", "issue:29127", @@ -5995,7 +6085,7 @@ "issue:43531", "issue:43643", "issue:43646", - "issue:43696", + "issue:43720", "issue:43742", "issue:43749", "issue:43756", @@ -6012,6 +6102,7 @@ "issue:44792", "issue:44821", "issue:44877", + "issue:44898", "issue:44913", "issue:44964", "issue:45042", @@ -6030,230 +6121,233 @@ ], "soft_pairs": [ "issue:44737|issue:45588", - "issue:43257|issue:43696", "issue:43404|issue:45987", "issue:34567|issue:36331", - "issue:44062|issue:45081", "issue:43646|issue:43749", + "issue:44062|issue:45081", "issue:44913|issue:46121", "issue:43493|issue:43994", "issue:43906|issue:45381", - "issue:44792|issue:44964", "issue:43749|issue:44756", "issue:43257|issue:43756", + "issue:44792|issue:44964", "issue:44291|issue:44821", "issue:36010|issue:42175", "issue:28282|issue:34689", "issue:42175|issue:43824", "issue:45042|issue:45081", - "issue:43452|issue:44488", "issue:45357|issue:45920", + "issue:43452|issue:44488", "issue:43742|issue:44589", "issue:45405|issue:45600", "issue:28282|issue:29127", "issue:43643|issue:45375", - "issue:43531|issue:44821", "issue:43526|issue:45479", "issue:43756|issue:45325", - "issue:44625|issue:44877" + "issue:43531|issue:44821", + "issue:44625|issue:44877", + "issue:43720|issue:44898" ], - "prepared_review_unit_hash": "19501d0b7c1a0a933c931ba8c3726d110fd4368303e8710fb0afff9fcc80e33d", + "prepared_review_unit_hash": "061885a9824ae469d6676f97ad49409d4157a70ed5c958d5da4c56e8dc4aad71", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35506, - "estimated_input_tokens": 8877, - "estimated_eval_tokens": 18010 + "serialized_chars": 36152, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab-bag of distinct Transformers bugs/regressions rather than one tight duplicate cluster. The only plausible overlaps are theme-level (loading, config, tokenizer, vision), but the concrete failure modes differ enough to reject all soft edges.", - "confidence": 0.66, - "canonical_issue_reason": "Issue #45920 is the broadest current regression report in the set, spans multiple affected models, and has inbound references; it is the best umbrella-style issue to represent the cluster.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports with a few superficial title similarities; I only see one plausible duplicate pair around SigLIP2 behavior.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43493 is the best representative because it describes the underlying SigLIP2 implementation mismatch directly, while issue:43994 looks like a downstream symptom of the same model-level problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45920 has the clearest cross-model impact and enough discussion/references to serve as the most representative issue in this mixed cluster.", + "best_issue_reason": "issue:43493 is the broadest and most diagnostic report in the cluster; it is the closest thing to a canonical issue, but the overall cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "Both are performance/runtime bugs, but one is XLNet CPU placement and the other is flash-attention sink handling; different code paths and symptoms." - }, - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "MoE weight conversion under accelerate/deepspeed is unrelated to a CUDA OOM on GPT-oss." + "reason": "Different code paths: XLNet CPU device placement vs flash-attention auxiliary-state handling." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "One is tied weights in Mistral3 image-text generation; the other is a cache length return-type bug." + "reason": "lm_head tying bug and StaticCache seq-length return type are unrelated." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Training API regressions, but they concern different hooks and arguments (`num_input_tokens_seen` vs `num_items_in_batch`)." + "reason": "Both are trainer-related, but one is token accounting and the other is a custom loss API break." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Different tokenizer failures: duplicate `special` kwarg vs missing `backend_tokenizer` in Mistral regex patching." + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are distinct failures." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Config loading with `trust_remote_code` missing fields is not the same as FSDP CPU RAM efficient loading being broken." + "reason": "Tokenizer AddedToken kwarg conflict is not the same bug as the Mistral regex/backend_tokenizer crash." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch RoPE/config handling, but one is silent config reload fallback while the other is a `TypeError` on JSON-loaded lists." + "reason": "Both involve rope params, but one is config reload persistence and the other is JSON-list validation/type handling." }, { "left": "issue:43493", "right": "issue:43994", - "accept": false, - "reason": "Both involve SigLIP2, but one is HF-vs-JAX numerical discrepancy and the other is bad results through AutoModel/pipeline; not the same concrete bug." + "accept": true, + "reason": "Both point to the same SigLIP2 model-level discrepancy producing incorrect outputs, with 43994 likely a downstream manifestation of the implementation mismatch." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "Both mention vision position ids in a broad sense, but one is an isolated reproduction of an older issue and the other is a Qwen2.5-VL video-input bug." - }, - { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Different multimodal model failures: a failing Janus image-generation test versus inability to load Phi-4 multimodal instruct." + "reason": "A reproduction of another issue is not the same bug as the Qwen2.5-VL video position-id regression." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP loading is a framework feature regression; disabling mmap for Strix Halo is a hardware-specific OOM workaround." + "reason": "Both are memory/loading concerns, but the reported root causes and fixes are different." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are unrelated model-specific bugs." + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE layer dropping are unrelated model-specific bugs." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model-loading failures with no shared concrete code path." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "`init_empty_weights` argument handling is unrelated to loading `AutoImageProcessor` from a URL." + "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from a URL." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "Importing `GenerationMixin` and missing TensorFlow in a torch-only install are different dependency/import problems." + "reason": "GenerationMixin import failure and missing TensorFlow backend packaging are different issues." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch-missing ImportError and a Llama 3.2 Vision model-loading regression are distinct failure modes." + "reason": "Generic missing-PyTorch import error is not the same as the Llama 3.2 vision model-loading regression." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Backend dependency packaging is unrelated to a missing `Qwen2_5_VLForConditionalGeneration` export." + "reason": "Backend dependency packaging and missing Qwen2.5-VL import are separate problems." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL backend requiring torchvision and Mistral tokenizer regex patching are separate subsystems and bugs." + "reason": "Torchvision dependency enforcement is unrelated to the Mistral tokenizer regex crash." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "GGUF loading breakage and a model-loading failure for `cjvt/sleng-bert` are not the same code-path problem." + "reason": "Incorrect visual encoder save keys and wrong tokenizer IDs are different subsystems and symptoms." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Both are Qwen-related regressions, but one is save-pretrained key handling and the other is tokenizer ID generation." + "reason": "GGUF loading breakage and a specific model-loading failure do not look like the same bug." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "A key error loading a specific model is unrelated to a float8 storage lookup TypeError." + "reason": "A KeyError on one model and a Float8 storage lookup TypeError have different causes." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version pinning and stale auto-mappings CI failures are unrelated maintenance issues." - }, - { - "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "PyTorch import missing versus LayoutLMv3 box-validation messaging are completely different issues." + "reason": "A version-pin problem and stale auto_mappings references are not duplicates." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both concern missing config fields, but they refer to different mechanisms and models; not enough to treat as one bug." - }, - { - "left": "issue:43531", - "right": "issue:44821", - "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to `AutoImageProcessor` URL loading." + "reason": "Both mention missing config fields, but the mechanisms differ: trust_remote_code object hydration vs strict-field dropping." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Both involve labels, but one is image-processor label reduction and the other is sequence-classification loss computation." + "reason": "ImageProcessor label reduction and sequence-classification zero-loss behavior are unrelated." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different Qwen multimodal bugs: RoPE layer dropping vs still-image temporal position scaling." + "reason": "Smollm3 RoPE-layer omission and Qwen2.5-VL rope indexing are separate model bugs." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Num-label propagation in Qwen3.5 is a different config bug from strict config blocking granite_speech loading." + "reason": "num_labels propagation and granite_speech strict-config loading are different config bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is not the same as Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch missing import and LayoutLMv3 box-validation messaging are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. It correctly treats the cluster as mostly unrelated issues and only endorses the SigLIP2 pair as a plausible duplicate. The soft-edge verdicts are generally cautious and do not overstate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6262,13 +6356,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 20, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:24643", "issue:29127", @@ -6277,15 +6371,16 @@ "issue:33357", "issue:33666", "issue:38175", + "issue:41720", "issue:41762", "issue:43295", "issue:43452", "issue:43531", + "issue:43550", "issue:43577", "issue:43582", "issue:43653", "issue:43697", - "issue:43720", "issue:43742", "issue:43819", "issue:43906", @@ -6302,7 +6397,6 @@ "issue:44743", "issue:44811", "issue:44843", - "issue:44898", "issue:44936", "issue:44977", "issue:44991", @@ -6320,7 +6414,6 @@ "issue:46202" ], "soft_pairs": [ - "issue:43720|issue:44898", "issue:43697|issue:45216", "issue:43582|issue:44977", "issue:44514|issue:45381", @@ -6331,237 +6424,256 @@ "issue:43452|issue:44843", "issue:43906|issue:46202", "issue:45372|issue:46170", - "issue:30064|issue:33666", "issue:43819|issue:44811", "issue:43295|issue:45356", + "issue:30064|issue:33666", "issue:44936|issue:45823", - "issue:44361|issue:44442", "issue:43653|issue:44361", + "issue:44361|issue:44442", "issue:44484|issue:44704", "issue:38175|issue:43295", - "issue:45542|issue:46178", "issue:44514|issue:45290", + "issue:45542|issue:46178", "issue:43653|issue:44568", "issue:43577|issue:43697", "issue:29159|issue:33357", - "issue:44493|issue:46050", "issue:44843|issue:44991", + "issue:44493|issue:46050", "issue:44464|issue:44743", + "issue:43653|issue:43927", "issue:43531|issue:43742", - "issue:43653|issue:43927" + "issue:41720|issue:43906", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:44361" ], - "prepared_review_unit_hash": "d674f03f32151f2a37651406be263b6301e59e6ec364a45fd043a73b1ec6110d", + "prepared_review_unit_hash": "5e8bf7eb657edee053ee0642383d93663b2c70541b40f50d4bbcf8beb0f93a3c", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36678, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "soft_pair_count": 32, + "serialized_chars": 37505, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous. I only see two likely duplicate pairs: the Qwen2_5_VL `apply_chat_template` crash with assistant tool calls and no content, and the v5 tied-weights/lm_head serialization regression. The rest are different bugs or different model-specific failures.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 44514 is the clearest concrete repro for the `apply_chat_template(tokenize=True)` crash; it is more specific than 45290 and describes the exact failing path.", + "summary": "The cluster is heterogeneous: these items cover unrelated tokenizer, processor, backend, save/load, and model-execution bugs. None of the soft pairs looks like the same underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is safe to choose: the cluster is a grab bag of unrelated bugs, so any representative would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "44514 is the best representative issue in this set because it states a concrete, actionable failure mode and matches its counterpart almost exactly.", + "best_issue_reason": "No issue is a strong global canonical candidate; if forced, the closest is a broad save/load regression, but it still does not unify the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43720", - "right": "issue:44898", - "accept": false, - "reason": "Different models and different failure modes; no shared code-path bug." - }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Both are regressions, but they concern unrelated models and unrelated save/load behavior." + "reason": "Different failures: RTDetrV2 output drift vs Qwen3.5 checkpoint save/load regression." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation." + "reason": "Apple Silicon allocator TypeError vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Same model family, but one is a batched chat-template crash and the other is a video vision-position-id bug; different code paths." + "reason": "Same model family, but different code paths: batched chat templating vs video position IDs." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Training/DeepSpeed weight-shape error is unrelated to LayoutLMv3 box-validation messaging." + "reason": "DeepSpeed weight-dimension runtime error vs LayoutLMv3 error-message clarity issue." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure is unrelated to trainer evaluate-after-train behavior." + "reason": "Gemma3 ZeRO-3 load crash vs trainer.evaluate() state bug; unrelated paths." }, { "left": "issue:44466", "right": "issue:45005", - "accept": true, - "reason": "Both describe the same v5 tied-weights serialization problem: `lm_head.weight`/tied weights being saved inconsistently, especially across model/device setups." + "accept": false, + "reason": "Both mention tied weights, but one is serialization inconsistency and the other is a translation-model v5 regression." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Tokenizer/model loading with gguf_file is unrelated to Blip2 dtype propagation." + "reason": "gguf loading breakage vs Blip2 dtype staying float32; different bugs." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both involve AutoTokenizer loading, but one is gguf_file handling and the other is an offline-mode regression in `_patch_mistral_regex`." + "reason": "Different loading bugs: gguf_file handling vs an unconditional model_info() call in a regex patch." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "`43906` is only an isolated reproduction reference; the Gemma pipeline roundtrip issue is a different bug." + "reason": "Isolated reproduction of one issue vs Gemma pipeline roundtrip failure on \u2581; no shared bug." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma processor import failure due to `mistral_common` is unrelated to Windows/ROCm torch.distributed dependency errors." - }, - { - "left": "issue:30064", - "right": "issue:33666", - "accept": false, - "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + "reason": "Gemma 4 processor import failure vs Windows ROCm torch.distributed dependency problem." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent/forward mismatch is unrelated to Whisper batch_decode special-token handling." + "reason": "DAC forward/from_latents mismatch vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/processor regressions, but they describe different failures and different affected models." + "reason": "Processor.tokenizer regression vs Kimi codec/regex warning regression." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Trainer lifecycle failure is unrelated to Gemma4 device_map forward mismatch." + "reason": "Void segmentation map processing vs Qwen2-VL multi-GPU training; unrelated." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Different tokenizer implementations and different bugs." + "reason": "Trainer lifecycle bug vs Gemma4 PLE device mismatch under device_map=auto." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration and MLukeTokenizer AttributeError are unrelated." + "reason": "BigBird special-token registration bug vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task failure vs AutoTokenizer loading a different tokenizer class." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size question is unrelated to AutoProcessor kwarg forwarding." + "reason": "max_shard_size question vs kwargs not forwarded to cached_file; different concerns." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SigLIP zero-probabilities and processor/tokenizer regression are different issues." + "reason": "Siglip zero probabilities vs processor.tokenizer regression; unrelated." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Both mention backend handling, but tensorboard-without-TF and tensorflow_text backend mapping are different bugs." + "reason": "Both hit apply_chat_template, but one is batching/padding and the other is tool-call/no-content handling." }, { - "left": "issue:44514", - "right": "issue:45290", - "accept": true, - "reason": "These appear to be the same crash: `apply_chat_template(tokenize=True)` failing on assistant tool-call messages with no content." + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend availability errors, but for different backends and different triggering conditions." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer special-token problems, but they affect different models and different token types." + "reason": "BigBird mask-token special registration vs mdeberta add_special_tokens not adding BOS/EOS." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype propagation and RTDetrV2 output differences are unrelated." + "reason": "Blip2 dtype loading issue vs RTDetrV2 output differences; unrelated." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer consistency and MacOS bus-error CLIP loading are unrelated." + "reason": "Tokenizer slow/fast inconsistency vs CLIP bus error on macOS." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Unexpected position-id keys and quantized save/load breakage are different failure modes." + "reason": "Offline mistral regex patch bug vs EMBEDDIA tokenizer load failure." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "Offline-mode regression in Mistral regex patching is unrelated to EMBEDDIA tokenizer loading failure." + "reason": "Position-id warning regression vs quantized save/load breakage." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/cache behavior, but one is compiled-forward chunked generation and the other is Qwen3.5 recurrent-state reset; not the same bug." + "reason": "Compiled chunked generation inconsistency vs Qwen3 recurrent-state reset bug." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token bug vs DiaConfig custom token IDs lost on save/load." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM-125M load key errors." + "reason": "Qwen3-MoE sliding_window issue vs MobileLLM loading key error." }, { - "left": "issue:43653", + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto-device-map cudaErrorAssert vs a reproduction of a different issue." + }, + { + "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Special-token registration in BigBirdTokenizer is unrelated to DiaConfig custom token ID persistence." + "reason": "Bamba torch.compile SDPA bug vs DiaConfig token-ID persistence bug." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked generation inconsistency vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA failure vs MLukeTokenizer AttributeError." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The grouping is grounded in the packet and the non-matches are handled conservatively. The two accepted soft pairs are plausibly the same bugs from their titles alone: the Qwen2_5_VL chat-template crash and the v5 tied-weights serialization regression. No obvious overstatement beyond the available 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 }, @@ -6570,13 +6682,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 21, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:28282", "issue:32090", @@ -6604,7 +6716,6 @@ "issue:43742", "issue:43756", "issue:43825", - "issue:43906", "issue:43927", "issue:43994", "issue:44361", @@ -6628,10 +6739,6 @@ "issue:46209" ], "soft_pairs": [ - "issue:41720|issue:43906", - "issue:43550|issue:43927", - "issue:44464|issue:44977", - "issue:43550|issue:44361", "issue:44977|issue:46209", "issue:43643|issue:44561", "issue:32090|issue:34567", @@ -6642,266 +6749,242 @@ "issue:43504|issue:43720", "issue:45491|issue:46002", "issue:44466|issue:46050", - "issue:33666|issue:36010", "issue:43504|issue:44610", "issue:41720|issue:44464", + "issue:33666|issue:36010", "issue:43742|issue:44821", "issue:43688|issue:45440", + "issue:44849|issue:46209", "issue:45823|issue:46050", "issue:28282|issue:32090", - "issue:44849|issue:46209", "issue:43262|issue:43295", - "issue:43452|issue:44451", "issue:28282|issue:33357", "issue:43720|issue:43927", + "issue:43452|issue:44451", "issue:43606|issue:43927", "issue:43994|issue:46192", "issue:33666|issue:36331", + "issue:43720|issue:44361", "issue:43756|issue:44913", "issue:43525|issue:43572", - "issue:43720|issue:44361", - "issue:43493|issue:43825", "issue:44849|issue:45357", + "issue:43493|issue:43825", "issue:39692|issue:43493" ], - "prepared_review_unit_hash": "e7d75091b525885b3c8d4f023c1a67852b9b3b3b629ccb67c791e5962d88b0e7", + "prepared_review_unit_hash": "c8948d7f07ad962cb56c4d8493d52363f77032fe55f41771818c5934e8fa73cd", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38331, - "estimated_input_tokens": 9583, - "estimated_eval_tokens": 19422 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "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 heterogeneous: the issues cover unrelated models, configs, trainer behavior, loading/serialization, and device/runtime failures. None of the soft pairs look like the same underlying bug or change, so I would not deduplicate any of them.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue exists; the set is too diverse and the soft pairs are only superficially similar.", + "summary": "No credible duplicate cluster here: the soft pairs are mostly superficial matches across unrelated bugs, regressions, config issues, and model-specific failures. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated code paths (trainer, loading, generation, multimodal processors, configs, quantization, and device-mapping bugs).", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because each report targets a different code path or model family.", + "best_issue_reason": "No global best issue for deduplication: there is no coherent underlying bug/theme shared by the set, so picking one issue as representative would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41720", - "right": "issue:43906", - "accept": false, - "reason": "Both mention Qwen-related context, but one is a CUDA assert under auto device mapping and the other is an isolated reproduction of a different issue." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "Different models and failures: Bamba torch.compile/SDPA versus DiaConfig losing custom token IDs on save/load." - }, - { - "left": "issue:44464", - "right": "issue:44977", - "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to Qwen3.5 flash-attention generation failures." - }, - { - "left": "issue:43550", - "right": "issue:44361", - "accept": false, - "reason": "These are unrelated bugs in different areas: Bamba compiled attention versus MLukeTokenizer task-time AttributeError." - }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Flash-attention generation bug and FP8 inference failure on B200 are different code paths and hardware-specific issues." + "reason": "Different failures: Qwen3.5 flash-attention generation bug vs FP8 inference on B200." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 removal breaking remote models." + "reason": "Both touch trust_remote_code, but one is missing fields in AutoConfig and the other is a v5 removal breaking remote models." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer GPU broadcast TypeError and TrainerState.num_input_tokens_seen not updating are distinct trainer bugs." + "reason": "Trainer broadcast NoneType error and TrainerState token counter not updating are unrelated trainer issues." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Blip2 dtype initialization and flash_attention.py crashing on s_aux=None are unrelated failures." + "reason": "Blip2 dtype-loading problem is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Missing PyTorch ImportError and embedding reinitialization after resize are completely different issues." + "reason": "ImportError for missing PyTorch vs token embedding resizing/post_init reinit are different bugs." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit pretrained-loading legacy-field bug is unrelated to Bamba torch.compile SDPA behavior." + "reason": "Legacy field in Beit semantic segmentation is unrelated to Bamba torch.compile SDPA failure." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast NoneType error is not the same as Qwen2-VL multi-GPU training support." + "reason": "Unsupported _gpu_broadcast_one types and Qwen2-VL multi-GPU training are different problems." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy field loading in Beit and BitNet packed-weight loading during accelerate are different model-loading bugs." + "reason": "Different model-loading failures: Beit legacy field vs BitNet packed-weight unpacking." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Gemma3 mixed-length NaNs and classification-head NaNs after checkout/init are different symptoms with different likely causes." + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention and the other is classification-head init/checkpoint behavior." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization of tied lm_head weights is unrelated to sinq quantization save/load breakage." - }, - { - "left": "issue:33666", - "right": "issue:36010", - "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." + "reason": "Serialization inconsistency for tied lm_head weights is not the same as sinq quantized model save/load breakage." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy-field loading and OmDet processor/model image-size mismatch are unrelated." + "reason": "Beit legacy preset loading and OmDet-Turbo processor size mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "CUDA assert with auto device mapping and chunked generation inconsistency are different failures in different execution modes." + "reason": "Qwen3 auto device-map CUDA assert is unrelated to chunked generation inconsistency under compiled forward." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue vs GenerationMixin import error are not the same bug." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key error and AutoImageProcessor-from-URL loading are separate loading paths with different breakages." + "reason": "MobileLLM key error and AutoImageProcessor-from-URL failure affect different loading paths." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both are MoE-adjacent, but auxiliary-loss normalization and DeepSeekV3MoE divergence are not the same bug." + "reason": "Both are MoE-related, but they concern different models and different correctness bugs." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden_states output bug is unrelated to FP8 inference on B200." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-map mismatch and sinq quantization persistence failure are unrelated." + "reason": "Gemma4 device-map mismatch and quantized save/load corruption are different issues." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "AutoModel missing PyTorch ImportError is unrelated to Trainer _gpu_broadcast_one receiving NoneType." - }, - { - "left": "issue:44849", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3.5 hidden-states bug and FP8 inference on B200 are different model/runtime issues." + "reason": "Missing PyTorch ImportError and trainer _gpu_broadcast_one TypeError are unrelated." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image handling regression are unrelated processor bugs." - }, - { - "left": "issue:43452", - "right": "issue:44451", - "accept": false, - "reason": "gguf_file loading breakage and inability to load ScandiBERT are different model/loading failures." + "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-handling regression are different processor bugs." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch missing ImportError and MacOS bus error on CLIP are not the same bug." + "reason": "PyTorch ImportError and MacOS CLIP bus error have no shared underlying cause." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig custom-token-ID persistence are unrelated." + "reason": "BitNet packed-weight loading and DiaConfig custom token ID loss are unrelated save/load bugs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage and ScandiBERT load failure are distinct model-loading problems." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig save/load token ID loss." + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig save/load field loss." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are different API bugs." + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are different API behaviors." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature change are unrelated trainer/model issues." + "reason": "Qwen2-VL multi-GPU training and custom compute_loss signature mismatch are unrelated Trainer issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading bug and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and GPTNeoXConfig rotary_pct reload behavior are different configuration/architecture bugs." + "reason": "Smollm3 dropping RoPE layers and GPTNeoX rotary_pct reset on reload are separate config/model bugs." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing config fields, but for different models and different fields; not the same underlying defect." + "reason": "Both are missing padding config fields, but they affect different model configs and different attribute names." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "BitNet loading failure and MLukeTokenizer AttributeError are unrelated." + "reason": "Qwen3.5 hidden_states bug is not the same as incorrect visual encoder keys being saved." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." - }, - { - "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Hidden-states output bug and incorrect visual-encoder key serialization are different Qwen3.5 issues." + "reason": "SigLIP2 JAX/HF discrepancy and pipeline translation-task messaging are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Documentation-example errors for SigLIP2 and HF-vs-JAX implementation discrepancy are related only by model family, not the same bug." + "reason": "SigLIP2 documentation example errors are not the same as the broader SigLIP2 implementation discrepancy." } ] }, @@ -6917,13 +7000,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 22, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:33357", "issue:33666", @@ -6976,50 +7059,50 @@ ], "soft_pairs": [ "issue:44964|issue:45405", - "issue:43577|issue:44554", "issue:44479|issue:44625", + "issue:43577|issue:44554", "issue:43688|issue:43749", "issue:44568|issue:45812", "issue:43540|issue:44977", "issue:45200|issue:45229", "issue:44488|issue:44843", - "issue:39692|issue:43295", "issue:43688|issue:45704", + "issue:39692|issue:43295", "issue:44493|issue:46285", "issue:43756|issue:45083", - "issue:43334|issue:43572", - "issue:43646|issue:44466", "issue:43493|issue:43844", - "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:43334|issue:43572", "issue:33357|issue:33666", - "issue:43334|issue:45759", "issue:45229|issue:45823", - "issue:44589|issue:45520", + "issue:43334|issue:45759", "issue:43927|issue:44361", + "issue:43824|issue:44589", "issue:43504|issue:43606", + "issue:44589|issue:45520", "issue:43278|issue:43844", - "issue:43572|issue:44291", "issue:44625|issue:45759", "issue:43257|issue:43299", - "issue:43575|issue:45405", "issue:43688|issue:45701", + "issue:43575|issue:45405", + "issue:43572|issue:44291", "issue:43606|issue:44112", "issue:43504|issue:43653" ], - "prepared_review_unit_hash": "d0f3a660d73f4f9670cbe6474209ebe9825b4a10cddd95555c0d974ace9fdf15", + "prepared_review_unit_hash": "1937d8e6b8510164db301fc0f01411d8b97adb4ec75408e5085bea67e7a43be9", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36898, + "serialized_chars": 36899, "estimated_input_tokens": 9225, "estimated_eval_tokens": 18706 }, @@ -7028,192 +7111,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers bug reports; none of the soft pairs look like the same underlying issue closely enough to merge. I\u2019d keep the Granite tokenization regression as the clearest representative issue in this set.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45812 is the most broadly scoped, high-impact regression report here: it is user-facing, affects all Granite models, and is clearly described as a silent v4\u2192v5 break.", + "summary": "The set is a loose mix of mostly unrelated model-loading, tokenizer, config, and training-regression reports; I did not find any soft pair that looks like the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45812 is the strongest representative because it describes a broad, silent tokenizer regression affecting multiple Granite models, which is a clearer and more user-facing failure mode than the other similarly themed reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone issue to anchor the cluster because it is concrete, severe, and broadly applicable compared with the more niche or model-specific reports.", + "best_issue_reason": "issue:45812 is the best issue candidate overall: it is concrete, high-impact, and framed as a cross-model regression with a well-defined symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "One is a Phi-4 multimodal load failure; the other is a packaging/version constraint problem for PEFT. Different bugs and different code paths." + "reason": "One is a model-load failure for Phi-4 multimodal; the other is a dependency/version pin problem. Different root causes." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Embedding dtype drift in Blip2 versus an MPS attention correctness issue. No shared failure mechanism." + "reason": "Video-input regression across Qwen VL variants vs num_labels propagation in Qwen3.5; different code paths and symptoms." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Video-input regression in Qwen VL models versus num_labels propagation in Qwen3.5 configs. Related area, but not the same defect." + "reason": "BLIP2 dtype propagation bug vs an attention correctness issue on MPS; not the same bug." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization bug versus FSDP CPU RAM efficient loading breakage. Distinct training/runtime problems." + "reason": "Aux-loss normalization bug vs FSDP CPU RAM efficient loading breakage; unrelated failure modes." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Tokenizer special-token handling for one model is not the same as the Granite-wide token ID regression." + "reason": "Both are tokenizer regressions, but they target different models and behaviors (special-token handling vs Granite token IDs)." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Qwen3.5 flash-attention generation issues are different failures." + "reason": "Qwen3OmniMoe video-processing ValueError vs Qwen3.5 flash-attention generation bug; different subsystems." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing mm_token_type_ids default for text-only fine-tuning versus CUDA OOM in multi-GPU inference." + "reason": "Text-only fine-tuning input defaults vs multi-GPU inference OOM; not the same underlying defect." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Loading cjvt/sleng-bert is a model-specific break; HF_HUB_OFFLINE regression is a hub/network-path bug." + "reason": "A specific model failing to load vs unconditional hub metadata access breaking offline mode; different causes." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Documentation/example errors for SigLIP2 versus a processor.tokenizer API regression. Not the same code-path." + "reason": "Auxiliary-loss normalization bug vs T5/apex RMSNorm memory leak; unrelated." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Auxiliary loss normalization in MoE models is unrelated to T5 accidentally using apex.FusedRMSNorm." + "reason": "Documentation example mistakes vs custom-model regression involving processor.tokenizer/image passing; not the same issue." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id key warnings and CLIP text-model structure drift are different API/serialization issues." + "reason": "Unexpected position-id keys during loading vs CLIP text-model structure inconsistency; different bugs." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "Smollm3 RoPE layer omission and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Smollm3 RoPE-layer discrepancy vs qwen3_omni_moe feature-length helper behavior; unrelated." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Both involve config fields, but one is Qwen3-VL pad_token_id loading and the other is StableLm pad_token_idx after a 5.0 update." + "reason": "SigLIP2 implementation mismatch vs DeepSpeed/ZeRO gradient inflation; different failure modes." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage is not the same as device-dependent lm_head.weight serialization." - }, - { - "left": "issue:43493", - "right": "issue:43844", - "accept": false, - "reason": "SigLIP2 implementation mismatch versus a ZeRO-3 gradient growth issue; different subsystems and symptoms." + "reason": "Custom model initialization breakage vs lm_head serialization inconsistency; not the same bug." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Missing Qwen2.5-VL import and float8 storage lookup failure are unrelated import/runtime errors." + "reason": "Different config-attribute regressions in different model families (pad_token_id vs pad_token_idx)." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are clearly different." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Both touch Qwen multimodal config loading, but one is a missing pad_token_id attribute and the other is from_config failing to unwrap text_config." + "reason": "Mac CLIP bus error vs Qwen2-VL multi-GPU training request; unrelated." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "CUDA OOM in Gemma4 multi-GPU inference is not the same as a device mismatch in PLE forward with device_map=auto." + "reason": "Inference OOM vs device mismatch in forward with device_map=\"auto\"; different concrete problems." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Float8 storage deserialization failure and flash_attn KeyError on Python 3.13 are separate import/runtime compatibility bugs." + "reason": "Missing pad_token_id on Qwen3-VL config vs failure to unwrap text_config for composite Qwen multimodal configs; different issues." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token ID loss and MLukeTokenizer task AttributeError are unrelated tokenizer/config issues." + "reason": "DiaConfig save/load token ID loss vs MLukeTokenizer AttributeError; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a model class vs missing Float8 storage type; different layers of the stack." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy field in Beit model loading versus CPU offload device mismatch in bark-small are different model-specific problems." + "reason": "BEiT legacy-field load failure vs bark-small CPU offload device mismatch; no shared root cause." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Embedding dtype change between train/eval is not the same bug as abnormal gradients under HfDeepSpeedConfig + ZeRO-3." + "reason": "Float8 storage deserialization issue vs flash_attn import key error on Python 3.13; unrelated." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." + "reason": "Embedding dtype drift between train/eval vs abnormal gradient growth under ZeRO-3; different problems." }, { "left": "issue:44625", "right": "issue:45759", "accept": false, - "reason": "num_labels propagation in Qwen3.5 configs and text_config unwrapping in multimodal configs are adjacent but distinct changes." + "reason": "num_labels propagation bug vs text_config unwrapping in from_config; different config handling paths." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Qwen3 MoE weights not converting under accelerate/deepspeed is not the same as Qwen3VL MoE loading breaking in dev." + "reason": "Qwen3 MoE weight-conversion issue under accelerate/deepspeed vs Qwen3VL MoE loading regression; related family, but not the same concrete bug." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization bug vs broad tokenizer-version behavior change; not the same underlying issue." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM on a Qwen2 model and a PEFT version bump issue have no shared code-path." + "reason": "Tensor-parallel OOM on Qwen2-57B vs an unreleased PEFT version bump; unrelated." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Aux-loss normalization in MoE models and a general tokenization-change report are not the same defect." + "reason": "Missing pad_token_idx in StableLmConfig vs init_empty_weights TypeError from an unexpected argument; different regressions." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch in bark-small is separate from a stale CI test in GraniteSpeech." + "reason": "bark-small CPU offload device mismatch vs GraniteSpeech CI device-override test staleness; different scopes." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Pretrained Beit loading with a legacy field and BigBirdTokenizer special-token registration are unrelated." + "reason": "BEiT pretrained-load failure vs BigBirdTokenizer special-token registration/empty decode bug; unrelated." } ] }, @@ -7229,13 +7312,13 @@ "component_index": 1, "component_count": 18, "review_unit_index": 23, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:15354", "issue:28218", @@ -7246,13 +7329,13 @@ "issue:33357", "issue:34567", "issue:38175", + "issue:39692", "issue:43232", "issue:43278", "issue:43295", "issue:43450", "issue:43493", "issue:43540", - "issue:43572", "issue:43688", "issue:43701", "issue:43844", @@ -7269,12 +7352,12 @@ "issue:44792", "issue:44849", "issue:44964", - "issue:44987", "issue:45072", "issue:45084", "issue:45198", "issue:45200", "issue:45290", + "issue:45356", "issue:45405", "issue:45406", "issue:45446", @@ -7291,21 +7374,21 @@ "issue:44423|issue:44734", "issue:44464|issue:45584", "issue:45588|issue:46050", - "issue:29942|issue:30333", "issue:43994|issue:44493", + "issue:29942|issue:30333", "issue:43844|issue:44964", "issue:28218|issue:34567", - "issue:29159|issue:32090", "issue:43688|issue:43873", + "issue:29159|issue:32090", "issue:44554|issue:45446", "issue:44521|issue:45290", - "issue:45084|issue:45520", "issue:15354|issue:38175", + "issue:45084|issue:45520", "issue:43540|issue:45200", "issue:43873|issue:46050", "issue:45200|issue:45823", - "issue:45072|issue:45198", "issue:43278|issue:43701", + "issue:45072|issue:45198", "issue:43232|issue:44849", "issue:44186|issue:46192", "issue:45406|issue:46121", @@ -7314,204 +7397,218 @@ "issue:43493|issue:43701", "issue:43295|issue:43450", "issue:43295|issue:44610", - "issue:43572|issue:44987" + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43295|issue:43873" ], - "prepared_review_unit_hash": "a023d86fc36f61d3806e12e01a102ae42f37c90b4c371a032d7f044aa86bd07d", + "prepared_review_unit_hash": "b6ea5d45fc4ba95298d82d0de4846c7c6067b52803848c7fb8aebe0f77f01ac2", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36090, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "soft_pair_count": 30, + "serialized_chars": 36786, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem keywords (tokenizer, serve, Gemma, etc.) but do not describe the same underlying bug or change. I rejected all proposed edges.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the items span many unrelated defects, and none of the soft pairs look like true duplicates.", + "summary": "The cluster is mostly a collection of unrelated transformer bugs across tokenization, serving, multimodal, training, and quantization; none of the soft pairs look like true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the strongest representative issue: open, well-discussed, and high-signal with inbound references around a concrete quantization/offloading failure.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue; there isn't a single underlying problem tying these issues together.", + "best_issue_reason": "issue:43873 is the clearest standalone issue to anchor the cluster because it is active, specific, and broadly impactful.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus test failure vs unreleased PEFT version bump; unrelated." + "reason": "Different bugs: janus image-generation test failure vs an unreleased PEFT version requirement." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both touch serve, but one is a multimodal .to() crash and the other is KV-cache indexing; different bugs." + "reason": "Both are serve crashes, but one is continuous-batching multimodal input handling and the other is KV-cache continuation indexing." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked compiled generation vs Whisper empty-transcription handling; different code paths." + "reason": "Chunked generation inconsistencies are unrelated to Whisper failing on empty transcription after token alignment." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention aux None crash vs quantized save/load regression; unrelated." + "reason": "Flash-attention aux-argument AttributeError vs broken quantized save/load are different code paths and symptoms." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Flash Attention 2 test failures vs MLflow failure-reporting bug; unrelated." + "reason": "SigLIP2 nonsensical outputs and unexpected position-id key errors are distinct failures." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "SigLIP2 output quality issue vs unexpected position-id key; not the same defect." + "reason": "Flash Attention 2 test failures do not match MLflow not being reported after a failed training job." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient inflation vs Phi-4 multimodal loading failure; unrelated." + "reason": "ZeRO-3 gradient growth is unrelated to loading Phi-4 multimodal models." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing bug vs TrainerState token counter not updating; different areas." + "reason": "Tokenizer added-space behavior is unrelated to TrainerState token-count updates." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "Slow/fast tokenizer inconsistency vs Trainer broadcast NoneType error; unrelated." + "reason": "Aux-loss normalization and quantization/offloading are separate training bugs." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Aux-loss normalization vs quantization offloading; different problems." + "reason": "Slow/fast tokenizer inconsistency is not the same as NoneType broadcast errors in Trainer." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness bug vs flex_attention version check; unrelated." + "reason": "MPS attention correctness on head-dim mismatch is unrelated to a PyTorch version check bug." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "All-zero assistant masks vs tool-call/no-content crash in chat templating; distinct bugs." + "reason": "Both touch chat templating, but all-zero assistant masks and crashes on tool-call messages are different failures." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Template-node compile error vs flash_attn import key error on Python 3.13; unrelated." + "reason": "JIT scripting GeneratorExp is unrelated to SigLIP2 zero-probability outputs." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "TorchScript GeneratorExp export issue vs SigLIP2 zero probabilities; unrelated." + "reason": "Non-template-node compilation and flash_attn import KeyError are different problems." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing failure vs Gemma4 token-type-id defaulting; different bugs." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma4 token-type defaults." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization offloading bug vs sinq save/load corruption; not the same issue." + "reason": "Both mention quantization, but offloading failures and broken quantized persistence are not the same bug." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Text-only fine-tuning token-id default vs device_map forward mismatch; unrelated." + "reason": "Text-only fine-tuning defaults and device-map forward mismatches are different Gemma4 issues." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Bfloat16 dtype mismatch vs Wav2Vec2 save_pretrained/tokenization failure; different code paths." + "reason": "BF16-to-FP32 eval drift is unrelated to resume_from_checkpoint key mismatches." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Embedding dtype change on evaluate vs resume_from_checkpoint key mismatch; unrelated." + "reason": "Bfloat16 inference dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs after sync_gpus vs Qwen3.5 output_hidden_states bug; unrelated." + "reason": "Generation-kwargs update logic and output_hidden_states bugs are separate code paths." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 NER padding crash vs return_tensors being ignored; different tokenizer issues." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to return_tensors being ignored with text_kwargs." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve vs rope param conversion TypeError; unrelated." + "reason": "Gemma4Processor missing _tokenizer and RoPE validation TypeError are unrelated." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Added-token spacing bug vs CLIP bus error on macOS; unrelated." + "reason": "Tokenizer spacing behavior is unrelated to a MacOS bus error in a CLIP model." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device mismatch vs return_tensors/text_kwargs behavior; not the same bug." + "reason": "Gemma4 PLE device placement and return_tensors handling are different issues." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy vs checkpoint key mismatch; unrelated." + "reason": "SigLIP2 HF-vs-JAX discrepancy does not match checkpoint resume key mismatches." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression vs batched video-shape bug; different failures." + "reason": "Processor/tokenizer regression and batched video shape issues are different multimodal bugs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer regression vs OmDet-Turbo 640px/224px mismatch; unrelated." + "reason": "Custom processor/tokenizer regression is unrelated to OmDet-Turbo image-size mismatch." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation/example errors are not the same as silent return_tensors ignoring." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS is unrelated to Kimi-K2.5 tokenizer codec handling." + }, + { + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs loading physical-intelligence/fast failure; unrelated." + "reason": "Processor/tokenizer regression and quantization offloading are unrelated bugs." } ] }, @@ -7527,17 +7624,17 @@ "component_index": 1, "component_count": 18, "review_unit_index": 24, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:37428", "issue:38175", - "issue:39692", + "issue:41720", "issue:42490", "issue:42915", "issue:43262", @@ -7556,7 +7653,6 @@ "issue:43824", "issue:43844", "issue:43856", - "issue:43873", "issue:43950", "issue:43957", "issue:43975", @@ -7565,14 +7661,15 @@ "issue:44466", "issue:44514", "issue:44521", - "issue:44554", "issue:44561", + "issue:44610", + "issue:44857", "issue:44898", + "issue:44987", "issue:45127", "issue:45198", "issue:45200", "issue:45325", - "issue:45356", "issue:45381", "issue:45412", "issue:45520", @@ -7585,280 +7682,296 @@ "issue:46285" ], "soft_pairs": [ - "issue:39692|issue:46192", - "issue:44554|issue:45356", - "issue:43295|issue:43873", - "issue:43572|issue:43957", - "issue:43950|issue:46285", "issue:45381|issue:46209", + "issue:43572|issue:44987", + "issue:43950|issue:46285", + "issue:43572|issue:43957", "issue:44898|issue:45412", "issue:43550|issue:43844", "issue:44466|issue:45127", "issue:45200|issue:45325", "issue:43450|issue:43575", "issue:45520|issue:46178", - "issue:37428|issue:43957", "issue:43334|issue:43525", - "issue:43824|issue:43975", + "issue:37428|issue:43957", "issue:42490|issue:43696", + "issue:43824|issue:43975", "issue:43278|issue:43856", "issue:43526|issue:46192", "issue:38175|issue:43493", "issue:43653|issue:44112", "issue:44442|issue:45198", + "issue:43295|issue:43493", "issue:42915|issue:43824", "issue:43975|issue:45520", - "issue:43295|issue:43493", "issue:38175|issue:45412", - "issue:37428|issue:43824", "issue:43262|issue:43450", - "issue:44561|issue:46234", "issue:45759|issue:46285", "issue:44514|issue:44521", - "issue:45520|issue:46170" + "issue:37428|issue:43824", + "issue:45520|issue:46170", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:44610|issue:44857" ], - "prepared_review_unit_hash": "f3f4333c3072b2be8eb996319fab9ad96d6585fc17f90fda77a36880fb298738", + "prepared_review_unit_hash": "636f6f2b9671ed1ae21eb3cea0926c00525011cbae873392ecef5f7d408145fb", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37419, - "estimated_input_tokens": 9355, - "estimated_eval_tokens": 18966 + "serialized_chars": 37332, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of unrelated Transformers bug reports; the closest subthemes are multimodal/chat-template regressions, config-attribute load failures, and tokenizer/import issues, but the soft pairs are still too different to merge.", - "confidence": 0.33, - "canonical_issue_reason": "Issue 44521 is the broadest and most central-looking report in the multimodal processor/chat-template subset, which is the closest recurring theme in the cluster.", + "summary": "This cluster is mostly heterogeneous, with one clear duplicate-like pair in the SigLIP2 reports. The rest of the soft edges look like broad lexical similarity rather than the same underlying bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43493 is the strongest canonical issue because it describes the underlying SigLIP2 implementation discrepancy at the model level; issue:38175 reads like a symptom report of that same problem (zero probabilities on the SigLIP2 model).", "canonical_pr_reason": null, - "best_issue_reason": "44521 is the best representative issue because it is active, broadly phrased, and centered on a shared multimodal `apply_chat_template` code path rather than a very model-specific symptom.", + "best_issue_reason": "issue:43493 is the best overall issue to anchor the only accepted duplicate pair, and it is more root-cause-oriented than the symptom report in issue:38175.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39692", - "right": "issue:46192", - "accept": false, - "reason": "SigLIP2 documentation/example errors and a `return_tensors`/`text_kwargs` behavior bug are different problems in different code paths." - }, - { - "left": "issue:44554", - "right": "issue:45356", - "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Processor.tokenizer regression and quantization/offloading behavior are distinct issues." + "reason": "Both are transformer model bugs, but one is Qwen2.5-VL position IDs and the other is FP8 inference on B200; different code paths and symptoms." }, { "left": "issue:43572", - "right": "issue:43957", + "right": "issue:44987", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is not the same as meta-device model loading failures." + "reason": "Both involve loading/regression after v5, but one is missing pad_token_idx in StableLmConfig and the other is a load failure for a specific model; not the same bug." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in `from_pretrained()` and CLIP text-model structure inconsistency are different regressions." + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to the CLIP text model structural mismatch." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Qwen2.5-VL video position-id bug and FP8 inference failure on B200 are unrelated." + "reason": "Both concern loading regressions, but one is a missing config attribute and the other is meta-device loading breakage; too broad to be the same issue." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are different model/runtime problems." + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and ZeRO-3 gradient growth are not the same bug." + "reason": "torch.compile/SDPA on Bamba and ZeRO-3 gradient growth are different training/runtime problems." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of tied weights and LoRA merge collapse with extended vocabulary are related by theme but not the same concrete change or code path." + "reason": "Serialization of tied lm_head weights is not the same as LoRA merging causing model collapse." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 token-type defaults and Qwen2.5-VL temporal position scaling are separate multimodal issues." + "reason": "Both are multimodal-model issues, but one is mm_token_type_ids defaulting wrong and the other is rope/position-id scaling; distinct bugs." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video-shape handling and tensor-parallel OOM during model load are unrelated." + "reason": "Video processor batch shape and tensor-parallel OOM are unrelated." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "`flash_attn` import-key handling on Python 3.13 and a tensorflow_text backend mapping error are different import bugs." - }, - { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "Missing flash-attention helper import and meta-device model loading breakage do not share the same underlying fix." + "reason": "flash_attn import-utils KeyError on Python 3.13 is unrelated to tensorflow_text backend mapping." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing `pad_token_id`, but they affect different config classes/model families and do not clearly indicate one shared bug." + "reason": "Both mention missing pad_token_id, but they affect different configs/models and do not clearly share the same concrete failure path." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "A missing Qwen2.5-VL export and a DeepSeek detokenization regression are unrelated." + "reason": "Missing flash support helper import is unrelated to meta-device loading regression." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning and GPT-oss OOM are different classes of failure." + "reason": "Local-path import warning with trailing slash is unrelated to GPT-oss OOM." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing Qwen2_5_VL symbol import and DeepSeek detokenization are separate issues." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift and Qwen3 MoE memory inefficiency are separate training/runtime issues." + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory efficiency are unrelated." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "BeitImageProcessorFast label reduction and ignored `return_tensors` are unrelated processor behaviors." + "reason": "BEiT reduce_labels truncation and text_kwargs/return_tensors handling are different processor bugs." }, { "left": "issue:38175", "right": "issue:43493", - "accept": false, - "reason": "Both are SigLIP2-related, but one reports zero probabilities and the other an HF-vs-JAX discrepancy; not enough evidence they are the same bug." + "accept": true, + "reason": "Both report SigLIP2 output/behavior problems, and 43493 frames the likely underlying HF-vs-JAX implementation discrepancy that explains the zero-probability symptom." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBird tokenizer special-token registration and GraniteSpeech CI device-override test failure are unrelated." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override are unrelated." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failure are different tokenizer issues." + "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save_pretrained/tokenization failures are different tokenizer/model issues." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor.tokenizer regression and SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3MoE FP8 failure and Qwen2.5-VL import error are unrelated." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen2_5_VL import error are unrelated." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "DeepSeek detokenization regression and `flash_attn` import-key failure are different code paths." + "reason": "DeepSeek detokenization regression and flash_attn import error are different failure modes." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Custom model processor.tokenizer regression and SigLIP2 implementation discrepancy are not the same issue." + "reason": "SigLIP2 zero probabilities and RT-DETR memory leak are unrelated." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "SigLIP2 zero-probabilities and RT-DETR memory leak are unrelated." + "reason": "Audio chat-template sampling-rate defaults and video processor batched-shape bugs are different modality-specific issues." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Importing `_flash_supports_window_size` and importing Qwen2_5_VLForConditionalGeneration are different missing-symbol problems." + "reason": "Composite Qwen text_config unwrapping and CLIP text-model structure inconsistency are not the same bug." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Audio chat-template sampling-rate default and batched video shape handling are unrelated processor bugs." + "reason": "Both involve Qwen2.5-VL chat_template, but one is a batching/padding crash and the other is all-zero assistant masks; related area, not the same concrete bug." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Removal of `is_torch_fx_available` and missing `is_falcon_mamba_ssm_available` are different missing-utility regressions." + "reason": "Missing is_torch_fx_available and missing is_falcon_mamba_ssm_available are different import_utils symbol regressions." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Composite Qwen config unwrapping in `from_config` and CLIP text-model structural inconsistency are not the same fix." + "reason": "OmDet-Turbo image size mismatch and LwDetrImageLoss AMP crash are unrelated." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Both are about `apply_chat_template` on multimodal inputs, but one is a batched-input crash and the other produces zero assistant masks; the concrete failure modes differ too much to merge." + "reason": "A flash-support import error and a Qwen2.5-VL class import error are different missing-symbol issues." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "`flash_attn` import handling and Windows/ROCm torch.distributed dependency issues are unrelated import problems." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, + "reason": "Python 3.13 flash_attn KeyError and Windows ROCm torch.distributed import/type errors are unrelated platform issues." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference on B200 are different runtime failures." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "These are both missing helper exports, but they concern different symbols and different affected model paths." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Same as above: processor input-size mismatch versus AMP loss crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet and appropriately conservative. The only accepted pair is well-supported by the titles as a symptom/root-cause SigLIP2 match, and the remaining soft-edge rejections stay within the evidence available from the issue summaries." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, { "label": "issue", "component_index": 1, "component_count": 18, "review_unit_index": 25, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ + "issue:28218", "issue:29942", "issue:32090", + "issue:35141", "issue:37428", "issue:39692", - "issue:41720", "issue:43278", "issue:43335", "issue:43388", @@ -7869,6 +7982,7 @@ "issue:43606", "issue:43611", "issue:43653", + "issue:43720", "issue:43819", "issue:43825", "issue:43827", @@ -7879,8 +7993,8 @@ "issue:44351", "issue:44448", "issue:44493", - "issue:44610", "issue:44743", + "issue:44779", "issue:44792", "issue:44855", "issue:44857", @@ -7899,12 +8013,9 @@ "issue:45593", "issue:45823", "issue:45859", - "issue:46209", "issue:46234" ], "soft_pairs": [ - "issue:41720|issue:46209", - "issue:44610|issue:44857", "issue:43819|issue:44112", "issue:43827|issue:43901", "issue:43819|issue:45083", @@ -7912,10 +8023,10 @@ "issue:43335|issue:43550", "issue:44857|issue:45593", "issue:43606|issue:45083", - "issue:37428|issue:43425", "issue:44792|issue:45563", - "issue:45127|issue:45245", + "issue:37428|issue:43425", "issue:44448|issue:44743", + "issue:45127|issue:45245", "issue:45200|issue:45588", "issue:43335|issue:43653", "issue:43611|issue:43931", @@ -7924,244 +8035,231 @@ "issue:43550|issue:44112", "issue:43819|issue:44493", "issue:44206|issue:45823", - "issue:37428|issue:44351", - "issue:29942|issue:32090", "issue:43335|issue:43504", + "issue:29942|issue:32090", "issue:45588|issue:45859", + "issue:37428|issue:44351", "issue:43278|issue:43825", "issue:45459|issue:46234", "issue:39692|issue:43526", "issue:43335|issue:45083", - "issue:45310|issue:45478", "issue:43388|issue:43526", - "issue:39692|issue:44493" + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:28218|issue:35141", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:45593" ], - "prepared_review_unit_hash": "01d532bf2363c47fb5a131c171f12558d469f0a5484391f7a89993670a7d0d72", + "prepared_review_unit_hash": "05cb03414e2e127f1891acede16a4a369efa6adcaea7ba43b140b95faf22495e", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36859, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38411, + "estimated_input_tokens": 9603, + "estimated_eval_tokens": 19462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated bug reports. The only clear duplicate pair is the Qwen3.5 Moe `from_pretrained` regression; the rest are different code paths or different models/features.", - "confidence": 0.94, - "canonical_issue_reason": "Pick issue:45310 as the canonical issue for the Qwen3.5 Moe `from_pretrained` regression: it is the earlier, fuller report and issue:45478 is a near-exact duplicate.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only clear duplicate pair is the repeated Qwen3.5 MoE `from_pretrained` error report; the rest are distinct bugs or doc/test regressions in different code paths.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earlier report of the exact same Qwen3.5 MoE `from_pretrained` failure and already has an inbound reference, so it is the better canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative only for the duplicate Qwen3.5 Moe bug; otherwise this cluster is not a single coherent issue family.", + "best_issue_reason": "issue:45310 is the strongest representative issue in this cluster because it is the original, clearly scoped report for the one true duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41720", - "right": "issue:46209", - "accept": false, - "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs FP8 inference on B200. Same hardware theme, but not the same bug." - }, - { - "left": "issue:44610", - "right": "issue:44857", - "accept": false, - "reason": "Different models and code paths: OmDet processor size mismatch vs LwDetrImageLoss AMP crash." - }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent/forward mismatch is unrelated to GraniteSpeech stale device override CI failure." + "reason": "Different failures: DAC `from_latents` vs GraniteSpeech CI device-override test. Same broad runtime area, but not the same bug." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both mention docs/pipeline behavior, but one is v5 pipeline removal guidance and the other is TextClassificationPipeline `return_all_scores` docs." + "reason": "Both are docs-related, but one is about pipeline removals for summarization/translation while the other is about `return_all_scores` behavior in text classification docs." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC STE mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Unrelated components and symptoms: DAC latent conversion vs Qwen3 Omni MoE feature-length helper behavior." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "LasrFeatureExtractor center-arg regression is unrelated to Whisper empty transcription generation failure." + "reason": "Different model paths and errors: unsupported `center` arg in `LasrFeatureExtractor` vs Whisper empty-transcription failure after `align_special_tokens`." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers config sparse-layer construction and Bamba torch.compile SDPA failure are different model bugs." + "reason": "Distinct bugs: SwitchTransformers config creates a sparse layer incorrectly, while Bamba fails under `torch.compile` with SDPA." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "LwDetrImageLoss AMP crash is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + "reason": "Different loss/model logic: LwDetr AMP crash vs D-FINE not using auxiliary losses when denoising is off." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe output-length helper behavior." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Both are version/import compatibility reports, but one is a missing flash-attention symbol and the other is a Torch 2.10 compatibility issue." + "reason": "A CPU offload device-mismatch in Bark-small is not the same as the Qwen3 Omni MoE helper-function issue." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure and paged-generate stale warning are different failures with different triggers." + "reason": "One is a failing Janus image-generation test, the other is a stale warning in paged generation; no shared code-path bug." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to the category-count limit error." + "reason": "An import error for `_flash_supports_window_size` is unrelated to Torch 2.10 incompatibility in general." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output differences are unrelated to Qwen3 modular recurrent-state reset logic." + "reason": "Pegasus output differences across v4/v5 and Qwen recurrent-state resets are separate model-behavior regressions." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to the `2^24` category limit runtime error." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 `mm_token_type_ids` defaulting issue is unrelated to flash_attention sink-less `s_aux=None` crash." + "reason": "Gemma4 text-only fine-tuning input handling and flash-attention `s_aux=None` crashes are different bugs." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer bug and BigBirdTokenizer special-token registration bug are unrelated." + "reason": "SwitchTransformers sparse-layer creation and BigBird tokenizer special-token registration are unrelated issues." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "General `base_model_prefix` loading breakage is unrelated to Qwen3-VL-30B-A3B-Instruct weight-shape mismatch." + "reason": "Both are loading errors, but one is about `base_model_prefix` compatibility and the other is a Qwen3-VL weight-shape mismatch." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template tool-call crash is unrelated to qwen2.5-vl video `vision_position_ids` issue." + "reason": "Chat-template crashes on tool-call messages and Qwen2.5-VL video position IDs are not the same underlying bug." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 `torch.jit.script` import failure is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Python 3.13 `IndentationError` in DebertaV2 import is unrelated to the Qwen3 Omni MoE helper behavior." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile SDPA failure is unrelated to GraniteSpeech CI device-override test state." + "reason": "Bamba `torch.compile` SDPA failure and a stale GraniteSpeech CI test are not the same code-path problem." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent mismatch is unrelated to unexpected position-id keys across models." + "reason": "`from_latents`/STE mismatch in DAC is unrelated to the unexpected position-id key issue." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash is unrelated to Gemma4 PLE device-mismatch forward failure." + "reason": "Different models and failures: unsupported `center` arg vs Gemma4 PLE device mismatch during forward." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Different missing imports: `_flash_supports_window_size` vs `HybridCache`." + "reason": "SwitchTransformers sparse-layer creation and BEiT pretrained preset loading via a legacy field are distinct bugs." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to Trainer `_gpu_broadcast_one` NoneType errors." + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` rejecting `NoneType` are unrelated CI/runtime issues." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Beit pretrained preset legacy-field loading." + "reason": "Both touch flash/offload areas, but one crashes on `s_aux=None` in flash attention while the other is a Qwen3.5 MoE rotary-embedding CPU-offload incompatibility." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Flash attention `s_aux=None` crash is unrelated to Qwen3_5Moe text rotary embedding CPU offload compatibility." + "reason": "Missing `_flash_supports_window_size` and missing `HybridCache` are separate import regressions." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype mismatch in eval is unrelated to the pipeline translation-support error message regression." + "reason": "Embedding dtype drift in evaluate and a stale translation-task error message in pipeline are unrelated." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error handling is unrelated to missing `is_falcon_mamba_ssm_available` import helper." + "reason": "Tokenizer protobuf error handling and a missing import-utils symbol are different import/compatibility issues." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs/model-processor mismatch is unrelated to BeitImageProcessorFast `reduce_labels` returning one label." + "reason": "SigLIP2 documentation problems and BEiT fast image processor label reduction are unrelated." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer bug and qwen3_omni_moe feature-length helper bug are unrelated." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same underlying bug: identical Qwen3.5 Moe `from_pretrained` failure on transformers>=5.4.0; 45478 is a duplicate of 45310." + "reason": "SwitchTransformers sparse-layer creation is unrelated to the Qwen3 Omni MoE feature-length helper behavior." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "`gather_for_metrics` tuple-label truncation is unrelated to BeitImageProcessorFast label reduction." + "reason": "`gather_for_metrics` truncating tuple labels and `reduce_labels` returning one label are different label-processing bugs." }, { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 doc/quantization example errors are unrelated to unexpected position-id keys." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are the same Qwen3.5 MoE `from_pretrained` error reported twice, with the same version-specific failure and no meaningful distinction in code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "The verdicts are conservative and grounded in the packet. The only accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by identical titles and matching regression scope. The rest of the rejections are reasonable distinctions based on different models, code paths, or failure modes, and the summary does not overstate the evidence." + "feedback": "The clustering is well grounded in the packet. The only accepted duplicate pair, issue:45310 vs issue:45478, is a strong match: identical title, same failure mode, and the earlier issue is a sensible canonical choice given its earlier timestamp and inbound reference. The rejected soft edges are generally conservative and based on distinct titles/code paths, without overstating duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -8174,15 +8272,15 @@ "component_index": 1, "component_count": 18, "review_unit_index": 26, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ - "issue:28218", + "issue:25251", "issue:29127", "issue:29942", "issue:32090", @@ -8192,7 +8290,6 @@ "issue:40444", "issue:42490", "issue:43278", - "issue:43335", "issue:43381", "issue:43412", "issue:43526", @@ -8200,17 +8297,18 @@ "issue:43575", "issue:43606", "issue:43611", + "issue:43653", "issue:43701", - "issue:43720", "issue:43746", "issue:43854", "issue:43927", - "issue:44112", "issue:44360", "issue:44448", + "issue:44466", "issue:44493", "issue:44561", "issue:44568", + "issue:44743", "issue:44779", "issue:44857", "issue:44977", @@ -8218,11 +8316,11 @@ "issue:45083", "issue:45198", "issue:45229", + "issue:45245", "issue:45372", "issue:45491", "issue:45563", "issue:45588", - "issue:45593", "issue:45698", "issue:45803", "issue:45823", @@ -8232,11 +8330,6 @@ "issue:46285" ], "soft_pairs": [ - "issue:28218|issue:35141", - "issue:43720|issue:44112", - "issue:44448|issue:44779", - "issue:43335|issue:44112", - "issue:43335|issue:45593", "issue:42490|issue:43854", "issue:43606|issue:44857", "issue:45920|issue:46192", @@ -8250,241 +8343,239 @@ "issue:29127|issue:32090", "issue:43550|issue:45083", "issue:43927|issue:45698", - "issue:42490|issue:43575", "issue:40444|issue:43526", "issue:29942|issue:35141", + "issue:42490|issue:43575", "issue:44561|issue:44779", "issue:44977|issue:45563", "issue:44568|issue:45491", "issue:44857|issue:45588", - "issue:45372|issue:45588", "issue:43746|issue:46209", + "issue:45372|issue:45588", "issue:43412|issue:45588", - "issue:45198|issue:45803", "issue:43278|issue:43381", "issue:43611|issue:46285", - "issue:45588|issue:45823" + "issue:45198|issue:45803", + "issue:45588|issue:45823", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:25251|issue:32090", + "issue:45245|issue:45563" ], - "prepared_review_unit_hash": "44b79b326a0a7a0dfae1253b820405d02b53643270f237f5420a7a0a8d2aab65", + "prepared_review_unit_hash": "0129e108b81707004d8ddc72ab8795edb795cd3493437fe58506ff3525f3fd69", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37451, - "estimated_input_tokens": 9363, - "estimated_eval_tokens": 18982 + "soft_pair_count": 31, + "serialized_chars": 37199, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, with a loose theme around v5-era tokenizer/loading regressions. None of the soft pairs are close enough to treat as the same underlying bug/change. The broadest representative issue is the multi-model tokenizer regression report.", - "confidence": 0.43, - "canonical_issue_reason": "issue:45920 is the broadest and most representative issue here: it aggregates a v5 tokenizer regression across multiple model families, which matches the cluster\u2019s main recurring theme better than the narrower single-model reports.", + "summary": "These issues are only loosely related by broad themes like v5 regressions, tokenization, serialization, and inference edge cases. I don\u2019t see any soft pair that looks like the same underlying bug/change, so all candidate edges are rejected.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report in the set: it is open, affects multiple models/tokenizers, and describes a concrete v5 regression with clear user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best issue to anchor the cluster because it is broad, current, and captures the dominant tokenizer-regression pattern seen across several related items.", + "best_issue_reason": "issue:45920 is the best issue candidate for triage because it is the most general, well-described, and still actionable report among the provided issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Different bug classes: tokenizer spacing after added tokens vs embedding reinitialization after resize; unrelated code paths." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "Packed-weight loading failure and a stale CI device-override test are unrelated." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Both are v5 regressions, but they affect different models and failure modes; not the same concrete bug." - }, - { - "left": "issue:43335", - "right": "issue:44112", - "accept": false, - "reason": "Config-layer construction bug vs GraniteSpeech CI test failure; no shared underlying defect." - }, - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "Sparse layer creation and missing auxiliary losses are unrelated model behaviors." - }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path trailing-slash warning and GLM-4.7-Flash loading failure are different issues." + "reason": "Both concern loading/import behavior, but one is a local-path slash warning and the other is a model-load failure in tests; different code paths and symptoms." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch and AMP float16 loss crash are different runtime problems." + "reason": "Different failures: CPU offload device mismatch for bark-small versus float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer ID regression across many models vs silently ignored return_tensors handling; related area, but not the same bug." + "reason": "One is a tokenizer regression across several models; the other is `return_tensors` being ignored when `text_kwargs` is passed. Related area, not the same bug." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different symptoms and code paths." + "reason": "One is zero probabilities in SigLIP2; the other is position-id key warnings across models. Different underlying issues." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer activation issue vs trust_remote_code breakage from removed utility; unrelated." + "reason": "DSA indexer/ReLU discussion is unrelated to removing `is_torch_fx_available` and trust_remote_code breakage." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different crashes in different models and dtype regimes; not mergeable as one fix." + "reason": "Both are dtype-related crashes, but they affect different models and different inference paths; not the same concrete bug." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM; unrelated failure modes." + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are distinct problems." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different models and behaviors: Pegasus output drift vs Qwen3.5 flash-attention generation issue." + "reason": "Pegasus v4/v5 output differences are a model-regression issue, but unrelated to Qwen3.5 flash-attention generation." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model-loading breakage for Llama vision vs embedding reinit after resize; separate defects." + "reason": "Model-loading breakage for Llama Vision is not the same as post-init reinitialization of `lm_head` after resizing embeddings." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and a feature-length helper bug are unrelated." + "reason": "Checkpoint key mismatch and Qwen3 Omni helper-length behavior are different failure modes." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMV3 error messaging vs Trainer GPU broadcast type error; not the same bug." + "reason": "LayoutLMV3 error-message clarity is unrelated to the trainer `_gpu_broadcast_one` NoneType TypeError." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs feature-length helper behavior in Qwen3 Omni MoE." + "reason": "Bamba torch.compile/SDPA failure is not the same as the Qwen3 Omni feature-length helper bug." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is config token IDs and the other is wrong custom module resolution; different root causes." - }, - { - "left": "issue:42490", - "right": "issue:43575", - "accept": false, - "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + "reason": "Both involve save/load behavior, but one is custom token IDs in config and the other is wrong custom module resolution; different root causes." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable dataset failure and BEiT label reduction bug are unrelated." + "reason": "IterableDataset multi-image finetuning failure and BEiT fast processor label reduction are unrelated." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures and output embedding reinitialization are unrelated." + "reason": "Flash Attention 2 test failures are not the same bug as embedding reinitialization after resizing." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are unrelated issues." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression do not share the same code path." + "reason": "Removal of `is_torch_fx_available` breaking remote-code models is unrelated to DeepSeek tokenizer regressions." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation bug and a stale num_return_sequences warning are distinct issues." + "reason": "Qwen3.5 flash-attention generation and stale `num_return_sequences` warning are not the same underlying bug." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are unrelated." + "reason": "Tokenizer special-token insertion failure is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention-related crashes with different triggers and models." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma 4 processor import failure and sink-less flash_attention AttributeError are separate bugs." + "reason": "Both mention runtime failures, but one is AMP dtype instability and the other is a flash-attention attribute error on sink-less models." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT adapter local-checkpoint load failure and FP8 inference on B200 are unrelated." + "reason": "Local checkpoint loading with PEFT adapters and FP8 inference on B200 are separate issues." }, { - "left": "issue:43412", + "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Executorch export guard/import support issue vs flash_attention sink-less crash are different problems." + "reason": "Gemma4 processor loading import failure is unrelated to the flash_attention `s_aux=None` crash." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and bare-except swallowing errors in Fuyu are unrelated." + "reason": "Export-time training-guard/erfinv problems are different from the flash_attention sink-less model crash." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift and eval-mode gradient checkpointing restriction are different concerns." + "reason": "A dtype change between train/eval is not the same as gradient checkpointing being disallowed in eval mode." }, { "left": "issue:43611", "right": "issue:46285", "accept": false, - "reason": "Both concern model-loading structure changes, but they target different classes and concrete breakages; too broad to merge." + "reason": "Both are model-loading regressions, but the `base_model_prefix` breakage and CLIP structure inconsistency are distinct API issues." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu batch feature exception handling are unrelated." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention sink-less crash and Gemma4 PLE device mismatch are different runtime failures." + "reason": "Flash-attention `s_aux=None` crash and Gemma4 PLE device mismatch during forward are different code-path failures." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions around model behavior/serialization, but one is output divergence and the other is device-dependent `lm_head.weight` serialization." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and trainer GPU broadcast NoneType errors are completely different bugs." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error and stale warning emission are unrelated." } ] }, @@ -8500,17 +8591,16 @@ "component_index": 1, "component_count": 18, "review_unit_index": 27, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:10000", "issue:15354", - "issue:25251", "issue:29127", "issue:29942", "issue:30064", @@ -8520,15 +8610,19 @@ "issue:36010", "issue:37428", "issue:39692", + "issue:41720", "issue:42490", "issue:42915", "issue:42994", "issue:43065", "issue:43066", "issue:43278", + "issue:43381", + "issue:43421", "issue:43575", "issue:43611", "issue:43653", + "issue:43701", "issue:43873", "issue:43976", "issue:43994", @@ -8536,45 +8630,39 @@ "issue:44206", "issue:44265", "issue:44361", - "issue:44448", + "issue:44442", "issue:44462", - "issue:44466", "issue:44479", + "issue:44610", "issue:44734", - "issue:44743", "issue:44871", "issue:44977", "issue:45198", "issue:45229", - "issue:45245", "issue:45372", "issue:45406", "issue:45412", "issue:45440", "issue:45459", - "issue:45563", + "issue:45491", "issue:45712", "issue:46121" ], "soft_pairs": [ - "issue:44448|issue:44466", "issue:36010|issue:37428", - "issue:25251|issue:32090", - "issue:43653|issue:44743", - "issue:45245|issue:45563", "issue:44186|issue:45198", "issue:45459|issue:45712", "issue:43065|issue:45412", - "issue:44361|issue:45198", "issue:43611|issue:46121", + "issue:44361|issue:45198", "issue:33357|issue:39692", "issue:44871|issue:44977", "issue:29127|issue:34567", "issue:45372|issue:45459", "issue:44206|issue:44479", "issue:29942|issue:30064", - "issue:42915|issue:42994", "issue:43976|issue:45440", + "issue:42915|issue:42994", "issue:43994|issue:45412", "issue:43278|issue:43575", "issue:44265|issue:45198", @@ -8582,192 +8670,217 @@ "issue:10000|issue:15354", "issue:42490|issue:43873", "issue:43873|issue:45229", - "issue:44734|issue:45406" + "issue:43421|issue:45491", + "issue:43381|issue:43701", + "issue:44734|issue:45406", + "issue:43653|issue:44442", + "issue:43065|issue:43994", + "issue:44610|issue:45412", + "issue:41720|issue:45229", + "issue:32090|issue:33357" ], - "prepared_review_unit_hash": "733a89599c1ec8d6fef3b551d36a480cef3746312423f7d381532a03f7314d81", + "prepared_review_unit_hash": "7d3ac21e2297fd39986412580f3de28853dcd97940c1395da50fda0fa6d21382", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35040, - "estimated_input_tokens": 8760, - "estimated_eval_tokens": 17776 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36447, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft edges look like unrelated bugs or regressions rather than true duplicates. The cluster is heterogeneous, so there is no single safe canonical duplicate target; no PRs are present.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the items span unrelated subsystems and failure modes (tokenizers, generation, export, vision, training, quantization, docs).", + "summary": "This cluster is not a duplicate set around one bug; it mixes many unrelated Transformers issues across tokenizers, quantization, serving, model loading, and model-specific regressions. None of the soft pairs look like the same underlying defect closely enough to merge.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the items span distinct subsystems and different failure modes, so there is no single bug that safely represents the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the clearest standalone bug in the set: it names a specific loader regression, has a concrete failure mode, and is broadly user-facing.", + "best_issue_reason": "No best issue candidate is suitable as a cluster representative because the reports are too heterogeneous and would mislead triage.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Different bugs: one is generation output changes between v4/v5, the other is serialization of lm_head.weight/tied weights." - }, { "left": "issue:36010", "right": "issue:37428", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols in different modules with different fixes." + "reason": "Both are import errors, but for different symbols in different modules and likely unrelated regressions." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Pipeline top_k nesting bug vs Trainer NoneType broadcast error; unrelated code paths." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "BigBird tokenizer special-token registration vs Qwen recurrent-state reset with cache; not the same issue." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-count RuntimeError and stale warning text are unrelated." - }, - { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "LayoutLMv2 NER/batching crash vs Wav2Vec2 save/tokenization failure; different models and failures." + "reason": "Different tokenizer/model areas and different failures: LayoutLMv2 NER padding crash vs Wav2Vec2 save/tokenization issues." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "One hides tokenizer errors without protobuf; the other is leftover dummy classes leaking into API surfaces." + "reason": "One is a protobuf-related tokenizer error-handling bug; the other is leftover dummy classes leaking into module listings." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy conv in Sam3PixelDecoder vs RT-DETR memory not released; no shared root cause." + "reason": "Different models and different problems: Sam3 pixel decoder dummy conv vs RT-DETR memory release on deletion." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." + "reason": "One is a base_model_prefix loading regression; the other is a rope-validation type error with JSON-loaded lists." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "base_model_prefix loading regression vs rope validation type handling; separate areas." + "reason": "Both involve tokenization, but one is an AttributeError in MLukeTokenizer while the other is save_pretrained/tokenization failure for Wav2Vec2." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error with a community CLIP model vs SigLIP2 doc example errors; different problems." + "reason": "Both mention CLIP/SigLIP-like vision-language use cases, but one is a MacOS bus error and the other is doc-example/model-processor mismatch plus quantization failure." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "eos_token_id mismatch is unrelated to flash-attention generation regression." + "reason": "Both concern Gemma family generation behavior, but one is eos_token_id config mismatch and the other is flash-attention generation failure." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue vs TrainerState counter not updating; not duplicates." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor loading ImportError vs hidden tokenizer errors behind protobuf guard; distinct bugs." + "reason": "Different root causes: Gemma 4 processor import failure vs tokenizer protobuf error masking." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg regression vs video-input regression for Qwen variants; different code paths." + "reason": "Both are version regressions, but one is a LaserFeatureExtractor arg crash and the other is a video input regression across Qwen VL variants." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures vs void segmentation map processing; unrelated." + "reason": "Different attention/image-processing issues: Flash Attention 2 test failures vs void segmentation map handling." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs quantized model saving failure; separate quantization issues." + "reason": "Different failures: Python version incompatibility in 5.1.0 vs DeepseekV3MoE divergence from remote implementation." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Python version compatibility regression vs DeepseekV3MoE divergence from remote implementation." + "reason": "Both are quantization-related Qwen3Moe problems, but one is FineGrainedFP8Config failure and the other is quantized model saving failure." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 wrong outputs vs RT-DETR memory leak; different subsystems." + "reason": "Different subsystems: SigLIP2 bad outputs with AutoModel/pipeline vs RT-DETR memory cleanup." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "dtype change during evaluate vs tensor-parallel OOM; not the same bug." + "reason": "One is a dtype mismatch between train/eval; the other is tensor-parallel OOM on a large Qwen2 model." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure on torch_compilable_check vs Wav2Vec2 save/tokenization failure; unrelated." + "reason": "Export failure due to torch_compilable_check is unrelated to Wav2Vec2 save/tokenization issues." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but different concrete faults." + "reason": "Tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are distinct loading/serialization bugs." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue vs GeneratorExp unsupported in torch.jit.script; unrelated." + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are unrelated model/export problems." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning with trailing slash vs quantization offloading not working; distinct loading issues." + "reason": "Local-path trailing-slash import warning is unrelated to quantization offloading behavior." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Offloading/quantization behavior vs Gemma4 multi-GPU OOM; different causes and fixes." + "reason": "Both involve memory/quantization concerns, but one is offloading not working while the other is multi-GPU CUDA OOM on Gemma4." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing update bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation and resume_from_checkpoint key mismatch are separate training issues." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing crash in serve vs Gemma4Processor missing _tokenizer; unrelated runtime failures." + "reason": "Different serve-time failures: KV-cache continuation tensor indexing vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration/empty decode is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different model families and different defects: dummy Conv2d in Sam3PixelDecoder vs SigLIP2 nonsensical outputs." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor/model input-size mismatch for OmDet-Turbo is unrelated to RT-DETR memory release." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different inference failures: Qwen3 auto device mapping cudaErrorAssert vs Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to MacOS bus error with community CLIP model." } ] }, @@ -8783,289 +8896,282 @@ "component_index": 1, "component_count": 18, "review_unit_index": 28, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:29127", "issue:29942", - "issue:32090", "issue:33357", "issue:35141", "issue:36010", - "issue:41720", + "issue:38175", "issue:42490", - "issue:43065", + "issue:42915", + "issue:43262", "issue:43278", "issue:43329", "issue:43334", "issue:43381", - "issue:43421", + "issue:43452", "issue:43526", "issue:43531", "issue:43575", "issue:43646", - "issue:43653", "issue:43701", "issue:43723", "issue:43756", "issue:43761", "issue:43824", - "issue:43994", + "issue:43931", + "issue:44062", "issue:44077", "issue:44186", + "issue:44206", "issue:44279", "issue:44387", "issue:44442", "issue:44554", - "issue:44610", "issue:44743", "issue:44811", "issue:44857", "issue:44977", "issue:45072", "issue:45103", - "issue:45229", "issue:45245", "issue:45372", "issue:45406", - "issue:45412", "issue:45440", - "issue:45491", + "issue:45584", + "issue:45588", "issue:45593", "issue:45834", - "issue:45859" + "issue:45859", + "issue:45907" ], "soft_pairs": [ - "issue:43421|issue:45491", - "issue:43381|issue:43701", - "issue:43653|issue:44442", - "issue:43065|issue:43994", - "issue:44610|issue:45412", - "issue:41720|issue:45229", - "issue:32090|issue:33357", - "issue:43756|issue:45440", "issue:43278|issue:43329", + "issue:43756|issue:45440", "issue:45372|issue:45406", - "issue:29942|issue:36010", "issue:43526|issue:45834", + "issue:29942|issue:36010", "issue:43723|issue:44554", "issue:43761|issue:45859", "issue:45440|issue:45593", "issue:45103|issue:45372", "issue:43526|issue:44186", "issue:43575|issue:43701", - "issue:42490|issue:43381", "issue:43575|issue:44387", + "issue:42490|issue:43381", "issue:43526|issue:44857", - "issue:43334|issue:43531", "issue:44977|issue:45245", + "issue:43334|issue:43531", "issue:43824|issue:44279", "issue:44442|issue:45072", - "issue:29127|issue:35141", "issue:43646|issue:44077", - "issue:44743|issue:44811" + "issue:29127|issue:35141", + "issue:44743|issue:44811", + "issue:42915|issue:43931", + "issue:43262|issue:44206", + "issue:43452|issue:45588", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:44062|issue:45907" ], - "prepared_review_unit_hash": "077c0a957c6436a70d041ed7eec27048cbcc43c21d6fc74199282f069afc89b8", + "prepared_review_unit_hash": "b2396327881f87b52b041188ec68acee268a6f1de3f956ff2e864e12e966d93b", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36178, - "estimated_input_tokens": 9045, - "estimated_eval_tokens": 18346 + "soft_pair_count": 27, + "serialized_chars": 35869, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated bug reports across different models, loaders, and runtime paths; the soft-similarity links look superficial, so every candidate edge should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No true canonical duplicate emerges from this set; if forced to anchor the cluster, issue:43526 is the most repeated and narrowly scoped report, but it is not the same bug as the others.", + "summary": "This cluster is a noisy mix of unrelated Transformers issues across many models and subsystems. I found no credible duplicate center; all proposed soft edges are false positives.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated failures (tokenizers, audio, vision, quantization, generation, import errors) with different root causes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43526 is the safest representative only because it appears in multiple soft-similarity candidates, but the overall set is too heterogeneous to treat as one duplicate cluster.", + "best_issue_reason": "No single issue is a good representative of the cluster because there is no common underlying bug or change linking these reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "Different subsystems: runtime tokenizer post-processor updates vs Gemma3 sliding-window NaNs on mixed-length GPU batches." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Unrelated failures: gradient-checkpointing behavior in eval mode vs resume_from_checkpoint key mismatch." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "Different tokenizer bugs: BigBird special-token registration vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." - }, - { - "left": "issue:43065", - "right": "issue:43994", - "accept": false, - "reason": "Different models and symptoms: a dummy Conv2d in Sam3PixelDecoder vs bad SigLIP2 inference outputs." - }, - { - "left": "issue:44610", - "right": "issue:45412", - "accept": false, - "reason": "Processor input-size mismatch is unrelated to RT-DETR memory not being released after deletion." - }, - { - "left": "issue:41720", - "right": "issue:45229", - "accept": false, - "reason": "Different failure modes and models: Qwen3 auto-device-map cuda assert vs Gemma4 multi-GPU OOM." - }, - { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to the MacOS bus error on a CLIP community model." + "reason": "Different subsystems and failures: dtype drift in evaluation vs undefined multimodal token helper names in video token counting." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both involve model parity, but they are different architectures and concrete bugs: Smollm3 RoPE-layer truncation vs DeepseekV3MoE divergence." - }, - { - "left": "issue:43278", - "right": "issue:43329", - "accept": false, - "reason": "Different code paths: dtype drift between train/eval embedding layers vs undefined video multimodal token helpers." + "reason": "Unrelated models and behaviors: Smollm3 RoPE-layer placement vs DeepSeekV3 implementation divergence." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 issues, but not the same bug: missing ReasoningEffort import vs missing _tokenizer attribute in serve." + "reason": "Both mention Gemma 4 loading, but one is a missing mistral_common import and the other is a serve-side missing _tokenizer attribute; different code paths." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Flash Attention 2 test failures are not the same as the GenerationMixin import breakage." + "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 OCR index error are separate image-processing issues." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "Flash Attention 2 test failures are unrelated to a GenerationMixin import error." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading regression and MPS attention correctness bug are different issues." + "reason": "Tokenizer loading regression in v5 is unrelated to an MPS attention correctness bug." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU-offload incompatibility." + "reason": "CLIPVisionModel hidden_states regression and Qwen3 MoE CPU-offload incompatibility are different bugs." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeek MoE implementation divergence is unrelated to D-FINE auxiliary-loss handling." + "reason": "DeepSeekV3 divergence is not the same as D-FINE missing auxiliary losses." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation parsing crash is unrelated to the Gemma4 ReasoningEffort import problem." + "reason": "auto_docstring annotation handling is unrelated to Gemma 4 processor import problems." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different processors and failure modes: BeitImageProcessorFast label handling vs LayoutLMv2Tokenizer NER/padding crashes." + "reason": "Both are tokenizer/image-preprocessing related at a high level, but they affect different models and distinct failure modes." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Model load OOM is unrelated to a resume_from_checkpoint key mismatch." + "reason": "Tensor-parallel OOM on model load is unrelated to resume_from_checkpoint key mismatches." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Import warning on trailing-slash local paths is unrelated to gradient checkpointing in eval mode." + "reason": "Both involve OOM wording, but one is model-loading TP memory pressure and the other is int4 quantization reserved-memory growth; not the same bug." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory reservation." + "reason": "Import warning on local path parsing is unrelated to gradient checkpointing being disallowed in eval mode." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Label reduction in BEiT image processing is unrelated to LwDetrImageLoss AMP/CUDA crashes." + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP crash are separate image bugs." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding-window behavior are different bugs." + "reason": "Qwen3.5 flash-attention generation issue is unrelated to a categories cardinality limit error." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Flash-attention generation bug is unrelated to the categories-cardinality runtime error." + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are different configuration/load issues." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific Qwen2.5-VL import failure is not the same as a general dependency issue with transformers." + "reason": "A specific missing class import is not the same as a general dependency issue with transformers." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "AutoTokenizer loading failure and dtype mismatches in inference are different problems." + "reason": "FastSpeech2ConformerTokenizer loading failure and bf16 dtype mismatches are unrelated." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "LayoutLMv3 error messaging and token-embedding reinitialization in post_init are unrelated." + "reason": "General custom model initialization breakage is too broad to equate with a specific PatchTSMixer post_init constraint." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "General Transformers 5.0 custom-init breakage is not the same as the patchtsmixer post_init policy issue." + "reason": "LayoutLMv3 error messaging and token-embedding reinitialization are different code paths and concerns." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are unrelated bugs." + "reason": "Qwen3.5 recurrent-state reset under cache is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and unsupported center-arg propagation are separate audio regressions." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loading regressions and flash_attention s_aux=None crashes are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to Whisper empty-transcription failures." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Both involve vision models, but a MacOS bus error and zero-probability outputs are not the same defect." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken argument duplication and list_repo_files revision forwarding are unrelated API bugs." } ] }, @@ -9081,29 +9187,24 @@ "component_index": 1, "component_count": 18, "review_unit_index": 29, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:28218", "issue:32090", "issue:33290", - "issue:33357", "issue:34567", "issue:34689", "issue:36010", - "issue:38175", "issue:42175", "issue:42907", - "issue:42915", - "issue:43262", "issue:43316", "issue:43381", - "issue:43452", "issue:43493", "issue:43525", "issue:43550", @@ -9114,256 +9215,267 @@ "issue:43827", "issue:43873", "issue:43931", - "issue:44062", + "issue:44077", "issue:44188", - "issue:44206", + "issue:44190", "issue:44442", "issue:44464", "issue:44479", + "issue:44496", + "issue:44568", "issue:44743", + "issue:44855", "issue:44871", "issue:44898", "issue:44913", "issue:44964", - "issue:44977", + "issue:44987", + "issue:45137", "issue:45216", "issue:45290", "issue:45440", + "issue:45479", "issue:45491", - "issue:45584", - "issue:45588", "issue:45698", "issue:45759", "issue:45803", - "issue:45907", + "issue:46178", + "issue:46209", "issue:46234" ], "soft_pairs": [ - "issue:42915|issue:43931", - "issue:43262|issue:44206", - "issue:44977|issue:45584", - "issue:43452|issue:45588", - "issue:33357|issue:38175", - "issue:44062|issue:45907", - "issue:44464|issue:45491", "issue:28218|issue:32090", + "issue:44464|issue:45491", "issue:33290|issue:34567", "issue:44442|issue:44898", "issue:43381|issue:43873", - "issue:43316|issue:43525", "issue:44964|issue:45440", + "issue:43316|issue:43525", "issue:34689|issue:43611", "issue:32090|issue:33290", "issue:43720|issue:44442", - "issue:44442|issue:45803", "issue:44479|issue:45290", "issue:34689|issue:36010", "issue:43931|issue:45216", - "issue:43493|issue:43827", - "issue:42175|issue:46234", + "issue:44442|issue:45803", "issue:43550|issue:44743", + "issue:43493|issue:43827", "issue:43873|issue:44871", "issue:42907|issue:45698", + "issue:42175|issue:46234", "issue:43643|issue:44913", "issue:43316|issue:45759", - "issue:43761|issue:44188" + "issue:43761|issue:44188", + "issue:45290|issue:46209", + "issue:44855|issue:45137", + "issue:33290|issue:34689", + "issue:44568|issue:45479", + "issue:44190|issue:44496", + "issue:44077|issue:44479", + "issue:44987|issue:46178" ], - "prepared_review_unit_hash": "fcef9c61ab0b0c881e56dddf0c4a6e31e14e30239edacf5d49ce0dfeb6a7afc5", + "prepared_review_unit_hash": "55f68b09cfb97bc0c5dd2b76fcb1618c43d9823868c1d6711a17de7c9bb08448", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36261, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36147, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the issues span unrelated regressions and feature bugs across tokenization, model loading, quantization, training, audio, docs, and backend utilities. All soft links look like superficial thematic similarity rather than the same underlying defect or change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The soft links are mostly false positives: they span unrelated transformers bugs across tokenization, training, quantization/offloading, multimodal model loading, and docs. I would not merge any of these pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items are heterogeneous and do not share one underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If a representative is required, issue:28218 is the cleanest standalone report, but it only covers tokenizer spacing and does not represent the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs shape-mismatch loading for Qwen3-VL-30B; not the same code path." - }, - { - "left": "issue:43262", - "right": "issue:44206", - "accept": false, - "reason": "Audio processor chat-template sampling-rate bug vs LasrFeatureExtractor unsupported-center crash; unrelated components." - }, - { - "left": "issue:44977", - "right": "issue:45584", - "accept": false, - "reason": "Qwen3.5 flash-attention generation issue vs Whisper empty-transcription after special-token alignment; distinct model paths." - }, - { - "left": "issue:43452", - "right": "issue:45588", - "accept": false, - "reason": "gguf_file loading breakage vs flash_attention sink-less s_aux=None crash; different subsystems and failure modes." - }, - { - "left": "issue:33357", - "right": "issue:38175", - "accept": false, - "reason": "MacOS bus error on CLIP load vs SigLIP2 zero probabilities; both vision-related but not the same bug." - }, - { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Tokenizer AddedToken keyword conflict vs list_repo_files revision forwarding in CI; no overlap in code path." + "reason": "Tokenizer added-space bug vs Trainer `_gpu_broadcast_one` TypeError; unrelated code paths." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window attention; different model/bug mechanisms." - }, - { - "left": "issue:28218", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer added-token spacing issue vs Trainer NoneType GPU broadcast error; unrelated." + "reason": "Compiled-forward chunked generation mismatch vs Gemma3 NaN embeddings from sliding-window padding; different failures." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "AdaFactor/DeepSpeed OOM vs num_input_tokens_seen not updating; not the same defect." + "reason": "DeepSpeed Adafactor OOM vs TrainerState token counter not updating; not the same bug." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2ConformerTokenizer load failure vs Perceiver non-default-resolution interpolation failure; separate tokenizer vs vision-model bugs." + "reason": "AutoTokenizer load failure vs Perceiver image-size/interpolation failure; different subsystems." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs offloading with quantization; different behaviors and fixes." + "reason": "Gradient checkpointing eval-mode restriction vs quantization offloading bug; separate behaviors." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs Llama4Config missing pad_token_id; both config issues but not the same field/problem." + "reason": "Phi-4 multimodal load regression vs DeepSeekV3 implementation divergence; not a shared code-path." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Phi-4 multimodal loading regression vs DeepseekV3MoE divergence from remote implementation; distinct model families and causes." + "reason": "Gemma3TextConfig API mismatch vs Llama4Config missing `pad_token_id`; different model/config issues." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Llama 3.2 Vision model loading breakage vs base_model_prefix loading regression; both load-time issues but different attributes and paths." + "reason": "Llama 3.2 model loading regression vs `base_model_prefix` loading regression; too broad and different causes." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer GPU broadcast TypeError vs DeepSpeed AdaFactor OOM; not related beyond training context." + "reason": "GPU broadcast NoneType error vs OOM with Adafactor/DeepSpeed; unrelated training failures." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight unpacking bug during accelerate loading vs tokenizer load failure for FastSpeech2Conformer; unrelated." - }, - { - "left": "issue:44442", - "right": "issue:45803", - "accept": false, - "reason": "Tokenizer loading failure vs FuyuBatchFeature bare-except error handling; different files and behavior." + "reason": "BitNet packed-weight loading bug vs tokenizer loading bug; different components and fixes." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression for Qwen VL models vs chat-template crash on tool-call assistant messages; different features." + "reason": "Video-input regression for Qwen VL models vs chat-template tool-call crash; not the same bug." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Llama 3.2 Vision loading regression vs GenerationMixin import error; both import/load related but not the same bug." + "reason": "Model loading regression vs missing `GenerationMixin` import; unrelated issues." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 save_pretrained regression; one is load-time, the other save-time." + "reason": "Weight-shape mismatch on model load vs incorrect checkpoint save_pretrained regression; different directions of failure." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs docs still referencing removed pipeline(); one is model math, the other documentation." + "reason": "Tokenizer load failure vs Fuyu batch-feature exception handling bug; no shared underlying defect." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43550", + "right": "issue:44743", "accept": false, - "reason": "Torch-only install missing tensorflow backend vs missing import_utils symbol; packaging/backend availability mismatch, not duplicate." + "reason": "Bamba torch.compile/SDPA failure vs Qwen recurrent-state reset bug; different models and mechanics." }, { - "left": "issue:43550", - "right": "issue:44743", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Bamba torch.compile SDPA failure vs Qwen3.5 recurrent states reset with cache; different model internals." + "reason": "SigLIP2 implementation discrepancy vs docs still referencing removed `pipeline()`; one is code, the other documentation." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading issue vs Gemma-3 eos_token_id config mismatch; unrelated." + "reason": "Quantization/offloading issue vs Gemma3 eos token config mismatch; not duplicates." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals vs from_pretrained loading wrong custom module after save_pretrained; both save/load related but different failure points." + "reason": "Dequantized save failure vs wrong custom module loaded after save_pretrained; both serialization-related but distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backends issue with TensorFlow not included vs missing import utility symbol; unrelated." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code missing fields in AutoConfig return vs GPTNeoX rotary_pct not persisting on reload; separate config serialization bugs." + "reason": "`trust_remote_code` dropping fields vs GPTNeoX `rotary_pct` not persisting on reload; different config paths." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs AutoModelForCausalLM.from_config not unwrapping text_config for multimodal Qwen configs; different config shapes." + "reason": "Gemma3TextConfig API discrepancy vs Qwen multimodal `text_config` unwrapping bug; not the same model behavior." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVisionModel hidden_states=None regression vs diverging attention kernels under torch.compile; unrelated code paths." + "reason": "CLIPVision hidden-states regression vs attention-kernel divergence under `torch.compile`; different code paths." + }, + { + "left": "issue:45290", + "right": "issue:46209", + "accept": false, + "reason": "Tool-call chat-template crash vs FP8 inference failure on B200; unrelated runtime issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 decorator parsing issue vs DeepSpeed ZeRO3 deque underflow; no common root cause." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM vs model-loading regression for Llama 3.2; different layers of the stack." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token addition bug vs degenerate zero-loss sequence-classification bug; not duplicates." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset script issue vs unrecognized model/config issue; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional `post_init` policy issue vs video-input regression; different concerns." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading failure for a specific repo vs missing backend mapping for `tensorflow_text`; separate bugs." } ] }, @@ -9379,316 +9491,313 @@ "component_index": 1, "component_count": 18, "review_unit_index": 30, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:25251", "issue:28282", "issue:29127", "issue:33290", "issue:33357", - "issue:34689", "issue:35141", "issue:41950", "issue:42617", "issue:43065", + "issue:43232", "issue:43295", "issue:43316", + "issue:43388", "issue:43404", "issue:43441", + "issue:43452", "issue:43475", + "issue:43504", "issue:43540", "issue:43550", "issue:43575", "issue:43606", + "issue:43646", "issue:43650", "issue:43701", "issue:43716", "issue:43742", + "issue:43761", "issue:43825", - "issue:44077", "issue:44162", - "issue:44190", "issue:44479", "issue:44496", "issue:44514", - "issue:44568", "issue:44617", "issue:44792", - "issue:44855", "issue:44871", "issue:44877", - "issue:44987", - "issue:45137", - "issue:45290", - "issue:45479", + "issue:44913", + "issue:45127", + "issue:45200", "issue:45584", "issue:45656", + "issue:45698", "issue:45803", + "issue:46050", "issue:46170", - "issue:46178", - "issue:46202", - "issue:46209" + "issue:46202" ], "soft_pairs": [ - "issue:45290|issue:46209", - "issue:44855|issue:45137", - "issue:33290|issue:34689", - "issue:44190|issue:44496", - "issue:44568|issue:45479", - "issue:44077|issue:44479", "issue:43650|issue:46202", - "issue:44987|issue:46178", "issue:29127|issue:33357", "issue:25251|issue:28282", "issue:43295|issue:43825", "issue:42617|issue:43575", "issue:43550|issue:43701", "issue:43606|issue:43701", - "issue:43575|issue:43742", "issue:33290|issue:35141", - "issue:43316|issue:43716", + "issue:43575|issue:43742", "issue:43540|issue:44514", + "issue:43316|issue:43716", "issue:33290|issue:45656", - "issue:43316|issue:44877", "issue:44871|issue:45584", + "issue:43316|issue:44877", + "issue:43404|issue:43441", "issue:44162|issue:44792", "issue:43295|issue:44871", - "issue:43404|issue:43441", "issue:45803|issue:46170", "issue:43065|issue:44617", - "issue:41950|issue:43475" + "issue:41950|issue:43475", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43232|issue:43388", + "issue:43504|issue:45698" ], - "prepared_review_unit_hash": "be7ed8666cbb3e378a68d7f761804b61d46346cf0309232150a0071b7342e00a", + "prepared_review_unit_hash": "c2053b6ddbed0b8af52dcee3dce3bdd0e8533f9dab1fb7188d780c65fecb3a96", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35139, - "estimated_input_tokens": 8785, - "estimated_eval_tokens": 17826 + "serialized_chars": 35126, + "estimated_input_tokens": 8782, + "estimated_eval_tokens": 17820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and heterogeneous: the soft pairs span unrelated bugs across pipelines, tokenizers, model loading, DeepSpeed, and vision/video models. I found no true duplicate pair, so none of the soft edges should be merged.", + "summary": "This cluster is heterogeneous: it spans unrelated bugs in loading/saving, multimodal processing, generation, optimizer behavior, and model-specific regressions. None of the suggested soft pairs look like the same underlying bug or change, so I reject all of them. If one issue must anchor the cluster, the custom save/load regression in #45698 is the broadest and most active representative.", "confidence": 0.93, - "canonical_issue_reason": "Issue 43825 is the broadest user-facing regression in the set and has inbound references, so it is the least-bad anchor if one must be chosen.", + "canonical_issue_reason": "If forced to choose one anchor, #45698 is the broadest active issue in the group: it concerns save_pretrained/from_pretrained custom-module loading, has multiple inbound references, and overlaps with several other load/serialization-themed reports at a high level.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43825 is the most central and broadly applicable issue here; the rest are mostly unrelated regressions or model-specific failures.", + "best_issue_reason": "#45698 is the strongest standalone representative because it is open, actively discussed, and describes a concrete, user-facing save/load regression with broad impact.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45290", - "right": "issue:46209", - "accept": false, - "reason": "Different bugs: chat-template/tool-call crash vs FP8 inference failure on B200." - }, - { - "left": "issue:44855", - "right": "issue:45137", - "accept": false, - "reason": "Python 3.13 TorchScript parsing error vs DeepSpeed ZeRO3 deque underflow." - }, - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "DeepSpeed Adafactor OOM vs model-loading regression for Llama 3.2 Vision." - }, - { - "left": "issue:44190", - "right": "issue:44496", - "accept": false, - "reason": "Local dataset loading issue vs unrecognized model/config loading error." - }, - { - "left": "issue:44568", - "right": "issue:45479", - "accept": false, - "reason": "Tokenizer special-token behavior vs degenerate zero-loss classification bug." - }, - { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "Optional post_init policy in patchtsmixer vs video-input regression for Qwen variants." - }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "No clear technical overlap; one is a vague report, the other is a Gemma pipeline roundtrip bug." - }, - { - "left": "issue:44987", - "right": "issue:46178", - "accept": false, - "reason": "Loading a specific model vs backend-mapping error for tensorflow_text." + "reason": "Unrelated: one is a vague \"add the data\" issue, the other is a Gemma pipeline roundtrip/tokenization bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs MacOS bus error in CLIP model loading." + "reason": "Different failures: LayoutLMv3 error-message clarity versus a MacOS bus error in a CLIP community model." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting bug vs missing PyTorch import dependency." + "reason": "Different subsystems and symptoms: pipeline top_k nesting bug versus missing PyTorch ImportError." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression vs pipeline translation-task support message regression." + "reason": "Both involve v5 regressions, but one is processor/tokenizer custom-code breakage and the other is a pipeline task-support error message; not the same bug." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py failure vs tensor-parallel OOM on Qwen2-57B-A14B-Instruct." + "reason": "Different root causes: failure to run a script versus OOM while loading a large model with tensor parallelism." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure vs resume_from_checkpoint key mismatch." + "reason": "Unrelated: torch.compile/SDPA failure versus resume_from_checkpoint key mismatch." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs checkpoint key mismatch; unrelated code paths." + "reason": "Device-mismatch with CPU offload is unrelated to checkpoint key mismatches." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different areas: DeepSpeed/Adafactor OOM versus embedding reinitialization during post_init." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM when loading a large Qwen model vs key error loading MobileLLM." + "reason": "Both are loading issues, but one is tensor-parallel OOM and the other is a key error loading a specific model; different bugs." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "DeepSpeed optimizer OOM vs embedding reinitialization in post_init." + "reason": "Different code paths: video-input processing in Qwen3OmniMoe versus batched chat-template handling." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs image preprocessor/model dtype mismatch." + "reason": "Unrelated model/config API discrepancy versus image-preprocessor dtype mismatch." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Qwen3OmniMoe video ValueError vs batched apply_chat_template padding crash." + "reason": "Both mention DeepSpeed, but one is an optimizer OOM and the other is double optimizer stepping; not the same fix." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed vs optimizer.step being invoked twice." + "reason": "Different models and bugs: Gemma EOS token config inconsistency versus Whisper empty-transcription generation failure." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API inconsistency vs strict config loading for granite_speech." + "reason": "Different config issues: Gemma3TextConfig API mismatch versus granite_speech strict-config loading." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Gemma eos_token_id mismatch vs Whisper empty-transcription generation failure." + "reason": "Distinct Mistral-family regressions: lm_head weight tying versus FlashAttention failure." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 model breakage vs janus image-generation test failure." + "reason": "Unrelated: ESM2 model breakage versus a failing janus image-generation test." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression vs Gemma eos_token_id config inconsistency." - }, - { - "left": "issue:43404", - "right": "issue:43441", - "accept": false, - "reason": "lm_head weight-tying bug vs FlashAttention failure in Ministral-3." + "reason": "One is processor/tokenizer regression; the other is Gemma EOS token list/single-value inconsistency." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except swallowing interrupts vs Windows/ROCm import dependency problem." + "reason": "Different concerns: bare except swallowing interrupts versus Windows/ROCm torch.distributed dependency issues." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs CUDA OOM in Sam3Video." + "reason": "Same SAM3 family, but different problems: dummy convolution implementation versus CUDA OOM." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline image-processor lookup vs missing fpn_position_embeddings attribute in Sam3 video output." - } - ] - }, - "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": 18, - "review_unit_index": 31, - "review_unit_count": 51, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", - "nodes": [ - "issue:35141", - "issue:41720", - "issue:42490", - "issue:43065", - "issue:43232", - "issue:43335", - "issue:43388", - "issue:43452", - "issue:43504", - "issue:43572", - "issue:43644", - "issue:43646", + "reason": "Both are multimodal/video-related, but one is pipeline processor selection and the other is a missing attribute in Sam3VisionEncoderOutput." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General Transformers 5.0 custom-init breakage is too broad to merge with a GPTNeoX config reload default bug." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization/config regressions: Gemma EOS token config versus quantized-model save/load breakage." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading-related, but one is GGUF-specific tokenizer/model loading and the other is missing model_type in config.json." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different training-time bugs: LoRA merge collapse after vocab extension versus missing mm_token_type_ids defaulting." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different multimodal regressions: CLIPVisionModel hidden_states omission versus Qwen video-input regression." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both affect loading, but one is a legacy-field preset load failure and the other is wrong custom-module selection after save/load; different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 31, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43644", "issue:43673", "issue:43761", "issue:43827", @@ -9699,44 +9808,40 @@ "issue:44077", "issue:44190", "issue:44242", + "issue:44462", "issue:44479", - "issue:44496", + "issue:44521", "issue:44534", "issue:44610", "issue:44617", "issue:44734", + "issue:44737", "issue:44743", "issue:44792", "issue:44855", - "issue:44871", + "issue:44877", "issue:44913", "issue:44964", "issue:44977", "issue:45127", - "issue:45200", "issue:45245", + "issue:45357", + "issue:45381", "issue:45542", "issue:45584", "issue:45588", "issue:45600", - "issue:45698", + "issue:45632", "issue:45803", + "issue:45907", "issue:45987", - "issue:46050", "issue:46178", "issue:46234" ], "soft_pairs": [ - "issue:43646|issue:44913", - "issue:44871|issue:46050", - "issue:43452|issue:44496", - "issue:45127|issue:45200", - "issue:43761|issue:44479", "issue:43572|issue:46178", - "issue:43232|issue:43388", - "issue:43504|issue:45698", - "issue:45542|issue:46234", "issue:44077|issue:44534", + "issue:45542|issue:46234", "issue:43673|issue:44743", "issue:43761|issue:44242", "issue:44792|issue:44977", @@ -9753,205 +9858,226 @@ "issue:43931|issue:44060", "issue:35141|issue:42490", "issue:43644|issue:44913", + "issue:43335|issue:44855", "issue:43976|issue:44855", - "issue:43335|issue:44855" + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:45127|issue:45357", + "issue:44521|issue:45381", + "issue:43335|issue:44190", + "issue:44737|issue:45803" ], - "prepared_review_unit_hash": "e1020ca648dc82dded9b760742c9f84509ab2376fc6a74411f8fd5fc0ff21c95", + "prepared_review_unit_hash": "fc1ef8210b8fa777be54378565419aeee54a839dbf60c74ab6fd266749eec46e", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36357, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "soft_pair_count": 30, + "serialized_chars": 36805, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a loose semantic cluster of unrelated Transformers issues. None of the soft pairs look like true duplicates or the same code-path fix; they span different models, loading bugs, generation bugs, and docs/backends issues.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43646 is the broadest and most central report: a v5 regression in custom model initialization/post-init behavior. It is representative of the cluster\u2019s general loading/initialization theme better than the more model-specific or symptom-specific issues.", + "summary": "This cluster is mostly heterogeneous; the only clear duplicate pair is the Transformers v5 non-persistent-buffer initialization regression. Everything else points to distinct models, configs, or failure modes.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43644 is the earliest and most specific report of the non-persistent-buffer junk initialization bug; issue:44534 is the same regression reworded later.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it describes a general, actionable regression rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:43644 is the best anchor because it is the earliest report, directly states the regression, and matches the one confirmed duplicate in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43646", - "right": "issue:44913", - "accept": false, - "reason": "Different bugs: one is about custom model initialization/post_init, the other about GPTNeoX rotary_pct not persisting on reload." - }, - { - "left": "issue:44871", - "right": "issue:46050", - "accept": false, - "reason": "Both involve model config/loading, but the failures are different: eos_token_id inconsistency vs quantized model save/load breakage." - }, - { - "left": "issue:43452", - "right": "issue:44496", - "accept": false, - "reason": "Both are loading failures, but one is gguf_file/AutoTokenizer handling and the other is an unrecognized model_type config issue." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "Different model families and root causes: LoRA/extended vocabulary collapse vs Gemma 4 mm_token_type_ids defaulting." - }, - { - "left": "issue:43761", - "right": "issue:44479", - "accept": false, - "reason": "Distinct regressions in different models and code paths: CLIPVision hidden_states vs Qwen VL video-input handling." - }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Unrelated issues: StableLmConfig pad_token_idx vs missing tensorflow_text backend mapping." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Different generation/metrics subsystems and different failure modes; not the same underlying bug." + "reason": "Different backend/config issues: StableLm pad_token_idx after v5 update vs undefined tensorflow_text backend registration." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Both touch model loading, but one is a legacy preset field in BEiT and the other is wrong custom-module resolution after save/load." + "reason": "Unrelated bugs: patchtsmixer post_init policy vs v5 buffer initialization corruption." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Separate import/backend problems: tensorboard-without-TF backend selection vs a missing utility function." - }, - { - "left": "issue:44077", - "right": "issue:44534", - "accept": false, - "reason": "Both mention init-related behavior, but one is an optional post_init API rule and the other is a non-persistent buffer initialization regression." + "reason": "TensorBoard/TensorFlow backend mismatch is unrelated to missing import_utils helper for falcon_mamba_ssm." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Different cache bugs in different components: missing GenerationMixin cache in chunked prefill vs recurrent states resetting in modular_qwen3_5." + "reason": "Both involve cache/state, but different code paths and symptoms: missing GenerationMixin cache in chunked_prefill vs recurrent states resetting with seq_len>1." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Completely different issues: hidden_states return value vs MoE load-balancing loss omission." + "reason": "Different models and bugs: CLIP hidden_states regression vs load balancing loss omission." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different model/runtime failures: janus image-generation test vs Qwen3.5 flash-attention generation." + "reason": "Janus image-generation test failure is not the same as Qwen3.5 flash-attention generation corruption." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Unrelated symptoms: Sam3Video OOM vs Whisper empty transcription after special-token alignment." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Both are v5 regressions, but one is junk-filled non-persistent buffers and the other is a config field not surviving reload." + "reason": "Same general v5 era, but different bugs: buffer initialization corruption vs GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different areas entirely: dataset loading script vs Phi-4 multimodal model loading." + "reason": "Dataset-loading script failure is unrelated to Phi-4 multimodal model loading shape mismatch." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Different failures: janus test case vs broken auto_mappings reference to removed configs." + "reason": "Janus test failure and auto_mappings CI breakage are separate issues with different affected files and failure modes." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Different code paths: video-input regression in VL models vs KV-cache continuation bug in serve responses." + "reason": "Different Qwen-related regressions: video input preprocessing vs /v1/responses KV-cache continuation indexing." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Distinct problems: Python 3.13 import parsing/IndentationError vs flash-attention crash on s_aux=None." + "reason": "Python 3.13 import/parse error in DebertaV2Model is unrelated to flash_attention sink-less-model crash." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs leftover pipeline references are not the same as a runtime model-quality regression." + "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing bad outputs through AutoModel/pipeline." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "No common underlying bug: Qwen3 auto device mapping CUDA assert vs category-count limit error." + "reason": "Qwen3 auto device mapping cuda assert is unrelated to category-count overflow in preprocessing." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Different model-specific bugs: a dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo preprocessing/model-size mismatch." + "reason": "Dummy Conv2d in Sam3PixelDecoder is a model-implementation detail, not the same as OmDet-Turbo processor image-size mismatch." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Bare except swallowing errors is unrelated to StaticCache returning a tensor-shaped length." + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to StaticCache.get_seq_length returning the wrong type." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different Qwen3-related issues: weight shape mismatch on load vs a tied-weights warning linking the wrong tensors." + "reason": "Model load shape mismatch for Qwen3-VL is a different bug from the false tied-weights warning in Qwen3-Next." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Different loading/embedding issues: output embedding reinit after resize vs path-with-trailing-slash import warning." + "reason": "Token embedding resize/reinit bug is unrelated to local-path trailing-slash import warning." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both involve v5/config behavior, but they are separate bugs with different symptoms and fixes." + "reason": "Same broad release window, but different concrete defects: junk-filled buffers vs rotary_pct not preserved on reload." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to DebertaV2 Python 3.13 import parsing failure." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Different failures and environments: version compatibility issue vs a Python 3.13 import parser error." + "reason": "Python version support issue is unrelated to the decorator/comment parsing error in DebertaV2Model." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to local dataset loading in the training script." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code local models is unrelated to the missing import_utils function." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation indexing are different failure points." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templates is not the same bug as wrong vision_position_ids in qwen2.5-vl video input." }, { "left": "issue:43335", - "right": "issue:44855", + "right": "issue:44190", + "accept": false, + "reason": "Single-layer sparse-layer creation bug is unrelated to the local dataset loading script failure." + }, + { + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "No overlap in root cause: SwitchTransformers sparse-layer creation vs DebertaV2 import failure on Python 3.13." + "reason": "CPU arange in XLNet relative position encoding is unrelated to the Fuyu bare-except error." } ] }, @@ -9967,274 +10093,310 @@ "component_index": 1, "component_count": 18, "review_unit_index": 32, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:36246", "issue:38175", + "issue:38617", "issue:41628", + "issue:42907", "issue:43065", "issue:43116", "issue:43295", - "issue:43335", + "issue:43388", "issue:43404", + "issue:43441", "issue:43479", - "issue:43540", - "issue:43550", + "issue:43526", + "issue:43531", + "issue:43643", "issue:43650", - "issue:44077", + "issue:43688", + "issue:43854", + "issue:43901", "issue:44112", "issue:44186", "issue:44190", "issue:44220", "issue:44246", - "issue:44462", "issue:44464", - "issue:44521", + "issue:44496", + "issue:44561", "issue:44683", "issue:44734", - "issue:44737", - "issue:44877", "issue:44933", "issue:44938", + "issue:44964", "issue:45003", - "issue:45127", + "issue:45042", "issue:45216", "issue:45245", "issue:45276", - "issue:45357", + "issue:45335", "issue:45362", "issue:45375", - "issue:45381", "issue:45446", "issue:45542", "issue:45563", "issue:45584", "issue:45600", "issue:45632", - "issue:45803", - "issue:45907", "issue:46082", - "issue:46121", - "issue:46234" + "issue:46121" ], "soft_pairs": [ - "issue:43550|issue:44190", - "issue:45632|issue:46234", - "issue:44077|issue:44877", - "issue:43540|issue:44734", - "issue:44462|issue:45907", - "issue:45127|issue:45357", - "issue:44521|issue:45381", - "issue:43335|issue:44190", - "issue:44737|issue:45803", "issue:44112|issue:45600", "issue:43116|issue:44190", - "issue:45276|issue:45584", "issue:46082|issue:46121", - "issue:43295|issue:45276", + "issue:45276|issue:45584", "issue:43479|issue:45375", + "issue:43295|issue:45276", "issue:44938|issue:45542", "issue:45245|issue:45584", - "issue:43650|issue:44220", "issue:44464|issue:45563", - "issue:36246|issue:41628", + "issue:43650|issue:44220", "issue:44186|issue:44734", - "issue:44246|issue:45003", + "issue:36246|issue:41628", "issue:43404|issue:45216", + "issue:44246|issue:45003", "issue:44683|issue:45446", + "issue:38175|issue:43065", "issue:44933|issue:45362", - "issue:38175|issue:43065" + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:45563|issue:45584", + "issue:44734|issue:45632", + "issue:36246|issue:38617", + "issue:44561|issue:45632", + "issue:42907|issue:43441", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43388|issue:43688" ], - "prepared_review_unit_hash": "6ce56a2caedba91e65bfe153420e106d0d88d3cf460486193343136a50f17248", + "prepared_review_unit_hash": "e6afe2ae56d4c5bc150ec3ffa8756e8235f503bd1648b18a3666554efb2aa5a9", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34914, - "estimated_input_tokens": 8729, - "estimated_eval_tokens": 17714 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36992, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster looks heterogeneous: these are mostly unrelated issues across different models, APIs, and failure modes. I found no soft-edge pair that is safe to merge as a duplicate.", - "confidence": 0.97, - "canonical_issue_reason": "No true duplicate stand-out here; if forced to pick one representative, issue:44521 is the most active/open report with the most follow-up and a concrete reproducible bug.", + "summary": "No soft pair looks like the same underlying bug/change; most are only loosely related by subsystem (imports, configs, generation, or model families) and would not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43295 is the most concrete, actionable regression report in the set: it names the affected version, describes a specific broken user-facing path, and gives a clear failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest anchor for the set because it has the most discussion/inbound references and a clearly described multimodal failure path.", + "best_issue_reason": "issue:43295 is the strongest standalone issue for follow-up because it is a crisp regression with a specific reproduction surface and broad downstream impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI, but one is a stale GraniteSpeech device override test and the other is a broken auto-mapping reference; different failures and code paths." + }, + { + "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different subsystems and symptoms: SDPA/torch.compile on Bamba vs local dataset loading in an image-classification example." + "reason": "Both involve example scripts, but one is multi-label classification returning empty results while the other cannot load a local dataset for image classification; unrelated bugs." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Cache-path collision for trust_remote_code local models is unrelated to a missing utility export in import_utils." + "reason": "Both are config/validation issues, but one is about LlamaConfig head_dim constraints and the other is a TypeError in rope-parameter dict conversion." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Both involve config handling, but one is about invalid optional post_init in patchtsmixer and the other about strict loading of granite_speech config." + "reason": "Different models and failures: Gemma4 embedding resize propagation vs Whisper empty transcription after special-token alignment." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are different code paths and bugs." + "reason": "Both concern multimodal config fields, but they target different model families and different missing/defaulted attributes." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Tokenizer.json lookup behavior is unrelated to list_repo_files not forwarding revision." + "reason": "One is a processor/tokenizer regression; the other is token-embedding resize not propagating in Gemma4. Same broad area, different bug." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "LoRA merge with extended vocab and incorrect visual encoder save keys are separate checkpoint/model-state issues." + "reason": "Both are import/startup failures, but one is Python 3.14 load failure and the other is a TensorBoard/TensorFlow backend mismatch." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Both are multimodal Qwen issues, but assistant mask generation and vision_position_ids are different failures in different paths." + "reason": "Different domains: category-count overflow in categorical handling versus Whisper transcription behavior after token alignment." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "SwitchTransformers config layer creation is unrelated to the image-classification dataset-loading example failure." + "reason": "Both touch generation, but one is inconsistent outputs with compiled forward while the other is a stale warning about num_return_sequences." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "CPU tensor construction in XLNet has nothing to do with Fuyu's broad exception handling in tensor conversion." + "reason": "No clear overlap: a placeholder 'ADD THE DATA' issue versus a bug in _torch_extract_fbank_features()." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Both touch CI around speech models, but one is a stale GraniteSpeech device test and the other is a broken auto_mappings reference." + "reason": "Both crash, but one is LayoutLMv2Tokenizer on NER/padding and the other is serving KV-cache continuation with wrong tensor indexing." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Multi-label empty results in run_classification.py is a different example-script bug than loading a local image dataset." + "reason": "Both are ImportError reports, but they are for different missing symbols in different modules and are not the same export bug." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Gemma4 embedding resize wiring and Whisper empty transcription handling are unrelated model-specific bugs." + "reason": "Different model behaviors: tied-weight issue in Mistral3 vs incorrect save_pretrained output for Qwen3.5." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are distinct config-validation problems." + "reason": "Both are import-time concerns, but one is slow import and the other is unsafe sys.modules access; not the same underlying defect." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Processor/tokenizer regression with images is unrelated to Gemma4 embedding/output tensor resizing." + "reason": "Both involve flex_attention/versioning, but one is compiled flex_attention failing on torch>=2.9 and the other is a wrong version check for AuxRequest import." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Phi4Multimodal default config initialization and Qwen3_5MoeVision strict-field dropping are different configuration bugs." + "reason": "Unrelated: SigLIP2 zero probabilities versus a dummy Conv2d in Sam3PixelDecoder." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Python 3.14 import failure and tensorboard-without-TensorFlow backend handling are not the same issue." + "reason": "Different problems: a non-existent import from image_utils versus a chat crash with Qwen3.5-35B." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Category cardinality overflow is unrelated to Whisper's empty-transcription generation bug." + "reason": "Both relate to config loading, but one loses fields under trust_remote_code and the other lacks a model_type in config.json." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Placeholder issue text and fbank feature extraction error are clearly unrelated." + "reason": "Both are model loading failures, but they concern different models and likely different root causes." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a runtime model-load regression; the other is CI breakage from removed Sam3LiteText config references." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale GraniteSpeech CI test and a Phi-4 multimodal load failure are unrelated beyond both appearing in CI." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is a warning regression and the other is a concrete Whisper failure on empty transcription." + }, + { + "left": "issue:44734", + "right": "issue:45632", "accept": false, - "reason": "Compiled-forward generation inconsistency and a stale warning for num_return_sequences are different generation bugs." + "reason": "Serving KV-cache indexing and trust_remote_code cache-path collisions are different code paths and bugs." }, { "left": "issue:36246", - "right": "issue:41628", + "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but one is a Qwen2.5-VL submodule import and the other is a top-level AutoImageProcessor import problem." + "reason": "Both are missing-import reports, but they involve different modules and symbols with no evidence of a shared removal." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44561", + "right": "issue:45632", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and serve KV-cache continuation indexing are unrelated failure modes." + "reason": "One breaks trust_remote_code models by removing is_torch_fx_available; the other is a cache path collision for local models." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Slow import timing and unsafe sys.modules access are related to import behavior but not the same concrete bug." + "reason": "Same model family, but saving dequantized Ministrals/Devstrals and FlashAttention failures are separate concrete bugs." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "lm_head tying in Mistral3 and incorrect Qwen3.5 checkpoint saving are separate weight-sharing/save_pretrained issues." + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto-mapping references are unrelated." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Both mention flex_attention, but one is a compiled failure on torch>=2.9 and the other is a bad PyTorch version check for AuxRequest import." + "reason": "Both involve model component wiring, but one is processor.tokenizer/image handling and the other is t5gemma decoder embedding updates." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Missing image_utils export and Qwen3.5 chat crash are unrelated." + "reason": "Different layers entirely: BeitImageProcessorFast label reduction versus TextClassificationPipeline documentation mismatch." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "An unrecognized model/config error is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are completely different model bugs." + "reason": "Both touch training/evaluation losses, but one is metric gathering dropping labels and the other is auxiliary-loss normalization." } ] }, @@ -10250,297 +10412,303 @@ "component_index": 1, "component_count": 18, "review_unit_index": 33, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:32090", "issue:35141", - "issue:36246", - "issue:38617", + "issue:38175", + "issue:39692", "issue:41950", "issue:42175", - "issue:42907", "issue:43295", "issue:43299", "issue:43381", - "issue:43388", "issue:43441", "issue:43479", "issue:43525", - "issue:43526", - "issue:43531", - "issue:43643", + "issue:43577", "issue:43650", "issue:43673", - "issue:43688", + "issue:43824", "issue:43854", "issue:43901", + "issue:43976", "issue:44016", + "issue:44062", "issue:44075", - "issue:44112", "issue:44220", "issue:44242", "issue:44279", "issue:44336", + "issue:44351", "issue:44368", "issue:44496", - "issue:44561", - "issue:44734", - "issue:44964", - "issue:45042", + "issue:44617", + "issue:44779", + "issue:44933", + "issue:45020", "issue:45200", "issue:45216", + "issue:45278", "issue:45335", + "issue:45357", "issue:45372", - "issue:45563", + "issue:45405", "issue:45584", "issue:45588", "issue:45593", - "issue:45600", - "issue:45632", "issue:45759", + "issue:45812", + "issue:45823", "issue:46209", "issue:46234" ], "soft_pairs": [ - "issue:43643|issue:44496", - "issue:44964|issue:45600", - "issue:43854|issue:44964", - "issue:44112|issue:44964", - "issue:45563|issue:45584", - "issue:44734|issue:45632", - "issue:36246|issue:38617", - "issue:44561|issue:45632", - "issue:43295|issue:45335", - "issue:42907|issue:43441", - "issue:43531|issue:45600", - "issue:43526|issue:43901", - "issue:44496|issue:45042", - "issue:41950|issue:44016", "issue:43441|issue:45588", - "issue:43388|issue:43688", "issue:43673|issue:44336", + "issue:41950|issue:44016", "issue:44075|issue:44368", "issue:42175|issue:44279", "issue:43299|issue:45216", - "issue:43901|issue:44496", "issue:43381|issue:45593", + "issue:43901|issue:44496", "issue:44016|issue:44220", - "issue:45335|issue:45584", "issue:44496|issue:45759", + "issue:45335|issue:45584", "issue:45372|issue:46234", "issue:43650|issue:46209", "issue:32090|issue:35141", "issue:43479|issue:43525", - "issue:44242|issue:45200" + "issue:44242|issue:45200", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:43824|issue:44933", + "issue:44279|issue:45405", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:44016|issue:44062", + "issue:41950|issue:45823", + "issue:43976|issue:45405", + "issue:43299|issue:43854" ], - "prepared_review_unit_hash": "7b8348485c8b3299f0093c4daec922209f5593c899eeb550e48ae89cc17635c6", + "prepared_review_unit_hash": "1431513e362b1001967aea3e74d8f118a23b273cc3006c6d3c758f7efa0b7066", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36954, - "estimated_input_tokens": 9239, - "estimated_eval_tokens": 18734 + "serialized_chars": 36682, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose thematic grouping of unrelated loading/import/model-behavior bugs, not a true duplicate set. None of the soft pairs look like the same underlying bug/change.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a loose set of Transformers regression/loading/import issues, not a single duplicate bug. I found no soft-edge pair that clearly shares the same concrete root cause, so all candidate links are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it captures the general post-upgrade breakage pattern and can serve as a cluster anchor better than the many model-specific or narrow bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44964 is the most concrete, user-facing loading regression here and the closest thing to a representative anchor, but the cluster is too heterogeneous to treat it as a true canonical duplicate target.", + "best_issue_reason": "issue:45278 is the best representative issue because it is the most general, user-facing regression summary in the group; the other issues are narrower manifestations or unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Both are config/model-loading failures, but they have different root causes: missing fields with trust_remote_code vs unrecognized model/config model_type." + "reason": "Both involve FlashAttention, but they describe different failures: a model-specific FlashAttention breakage vs an AttributeError on `s_aux=None` for sink-less models. Different code paths and fixes." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "One is a Phi-4 multimodal model load failure; the other is a CI break from stale auto_mappings references to removed configs." + "reason": "Generation cache handling in chunked prefill and ANSI color output in loading reports are unrelated bugs." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Different models and failure modes; this is not the same load bug." + "reason": "Video-classification pipeline processor lookup and a notebook syntax error are completely different issues." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "GraniteSpeech CI device-override flake is unrelated to Phi-4 multimodal loading." + "reason": "SGD optimizer arguments being ignored is unrelated to a warning about `tie_word_embeddings=False`." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Both involve generation, but they are different code paths and symptoms: stale warning vs empty-transcription failure after align_special_tokens." + "reason": "A missing TensorFlow backend dependency and a generic dependency issue are too vague and not the same concrete problem." }, { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "KV-cache continuation crash in serve is unrelated to trust_remote_code cache-path collision." + "reason": "Both are Qwen regression reports, but one is about MoE model loading and the other about incorrect `save_pretrained` output. Different code paths." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Both are ImportErrors, but they are for different missing symbols and different subsystems." + "reason": "Gradient checkpointing in eval mode and missing auxiliary losses when denoising is off are unrelated modeling behaviors." }, { - "left": "issue:44561", - "right": "issue:45632", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Removal of is_torch_fx_available breaking remote-code models is unrelated to cache-path collisions for local models." + "reason": "Docs mentioning `return_all_scores` and an unrecognized model/config loading error do not share a root cause." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Different regressions: processor/tokenizer access and image passing vs resize_token_embeddings not updating decoder embeddings." + "reason": "A notebook syntax error and `_torch_extract_fbank_features()` behavior are unrelated." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Same model family, but different concrete problems: save/dequantization vs FlashAttention load/inference failure." + "reason": "Both concern model/config loading, but one is an unknown model type error while the other is failure to unwrap `text_config` for composite Qwen configs. Not the same bug." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings config references." + "reason": "Tokenizer embedding resize behavior for t5gemma is unrelated to Whisper failing on empty transcription." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:45372", + "right": "issue:46234", "accept": false, - "reason": "A processor label-reduction bug is unrelated to a docs/behavior mismatch for return_all_scores." + "reason": "Both are import-related, but one is a Gemma processor dependency break and the other is a missing utility symbol; different missing imports and fixes." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Unrecognized model config and PIL backend torchvision dependency are different bugs." + "reason": "Placeholder/crude issue title and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Pipeline processor lookup and a notebook syntax error are unrelated." + "reason": "Trainer GPU broadcast TypeError and embedding reinitialization after resize are unrelated training/model initialization bugs." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Both mention FlashAttention, but one is a model-specific compatibility issue and the other is an AttributeError on s_aux=None in a different code path." + "reason": "Default multimodal config initialization and missing `pad_token_id` on `Llama4Config` are different config bugs." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Different training/eval bugs: gather_for_metrics truncation vs auxiliary-loss normalization." + "reason": "Missing load-balancing loss and `mm_token_type_ids` defaults are different modeling issues." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Chunked-prefill cache handling is unrelated to ANSI codes in loading_report." + "reason": "Precision casting on BLIP2 loading and incorrect Qwen3.5 checkpoint saving are unrelated." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Optimizer arguments being ignored is unrelated to a tie_word_embeddings warning in LoRA fine-tuning." + "reason": "Unexpected zero probabilities in SigLIP2 and CUDA OOM in Sam3Video are clearly unrelated." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Package extra dependency omission is not the same as a general dependency issue." + "reason": "Both are Qwen3.5-related but cover different save/load regressions, so they are not the same underlying bug." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Both are Qwen-related, but one is a model-loading regression and the other is a save_pretrained checkpoint regression." + "reason": "Tokenizer regression in DeepSeek and tokenizer regression in Granite are different model-specific failures." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Docs/behavior mismatch for a pipeline option is unrelated to model config loading failure." + "reason": "Processor/tokenizer access breakage in custom multimodal code is unrelated to DeepSeek tokenizer output corruption." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss suppression." + "reason": "Documentation example errors and pipeline docs mentioning `return_all_scores` are not the same issue." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "A notebook syntax error is unrelated to _torch_extract_fbank_features." + "reason": "Missing model export and missing image_utils import are both import problems but not the same missing symbol or code path." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Resize-token-embeddings not propagating is unrelated to Whisper empty-transcription generation failure." + "reason": "A general dependency issue and a specific unreleased PEFT version bump are different problems." }, { - "left": "issue:45372", - "right": "issue:46234", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Different missing imports in different libraries/modules; not the same bug." + "reason": "HybridCache import failure may be one item under the broad import-breakage umbrella, but the titles do not show the same concrete root cause; too broad to merge." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Placeholder/spam issue and FP8 inference failure are unrelated." + "reason": "Video-classification processor lookup and remote-code model breakage are unrelated regression classes." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Trainer broadcast TypeError and embedding reinitialization after resize_token_embeddings are different bugs." + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Different config classes and different missing/default fields." + "reason": "Pipeline processor lookup and Gemma4 PLE device mismatch are unrelated." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and PEFT version pinning are different dependency issues." + }, + { + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Load-balancing loss gating and mm_token_type_ids defaulting are unrelated MoE/multimodal issues." + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash test loading failures are model-specific and distinct." } ] }, @@ -10556,81 +10724,67 @@ "component_index": 1, "component_count": 18, "review_unit_index": 34, - "review_unit_count": 51, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ - "issue:38175", - "issue:39692", - "issue:41950", "issue:42994", - "issue:43295", - "issue:43299", + "issue:43065", "issue:43317", "issue:43441", "issue:43450", - "issue:43577", + "issue:43525", + "issue:43643", "issue:43650", "issue:43653", - "issue:43824", - "issue:43854", + "issue:43723", + "issue:43784", + "issue:43881", "issue:43901", "issue:43976", + "issue:43994", "issue:44016", - "issue:44062", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", "issue:44279", "issue:44297", - "issue:44351", + "issue:44336", + "issue:44361", "issue:44462", "issue:44466", "issue:44521", "issue:44617", "issue:44623", + "issue:44671", "issue:44683", "issue:44749", "issue:44779", - "issue:44933", + "issue:44898", "issue:44987", - "issue:45020", "issue:45081", - "issue:45216", "issue:45276", - "issue:45278", "issue:45325", - "issue:45357", - "issue:45405", + "issue:45397", "issue:45542", "issue:45593", "issue:45600", "issue:45712", - "issue:45812", "issue:45823", "issue:45834", "issue:45907", "issue:46132" ], "soft_pairs": [ - "issue:43577|issue:45216", - "issue:38175|issue:44617", - "issue:43299|issue:45357", - "issue:44779|issue:45812", - "issue:43824|issue:44933", - "issue:43295|issue:44779", - "issue:44351|issue:45278", - "issue:41950|issue:45020", - "issue:39692|issue:43901", - "issue:44279|issue:45405", - "issue:44016|issue:44062", - "issue:41950|issue:45823", - "issue:43976|issue:45405", - "issue:43299|issue:43854", "issue:44683|issue:45542", - "issue:43650|issue:46132", "issue:44462|issue:45081", + "issue:43650|issue:46132", "issue:43976|issue:44987", "issue:44297|issue:44462", "issue:43976|issue:44279", @@ -10639,518 +10793,241 @@ "issue:44466|issue:45276", "issue:44521|issue:45325", "issue:43441|issue:45834", - "issue:42994|issue:43317", "issue:43653|issue:45593", + "issue:42994|issue:43317", "issue:45600|issue:45712", - "issue:44623|issue:44749" + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:43901|issue:43994", + "issue:43901|issue:44246", + "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:43450|issue:44617", + "issue:43525|issue:43643", + "issue:43784|issue:45542", + "issue:44188|issue:44336" ], - "prepared_review_unit_hash": "3207af5ba69d38d1f263e67c3edc1f06db59969e1eb590bac49f649c3bdde4f5", + "prepared_review_unit_hash": "a262405d73d14b8f23d2a3356bade94282bc637f5e34e3d5428780789354c2b0", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36347, - "estimated_input_tokens": 9087, - "estimated_eval_tokens": 18430 + "soft_pair_count": 31, + "serialized_chars": 36789, + "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 mostly a grab bag of unrelated Transformers regression reports (tokenizers, processors, model loading/saving, imports, docs, and a few performance/CI issues). I did not find any soft pair that clearly describes the same concrete bug/change, so no merges are justified.", - "confidence": 0.29, - "canonical_issue_reason": "issue:44462 is the best broad anchor here: it targets the core AutoTokenizer load path and describes a clear regression that could plausibly underlie several nearby tokenizer-related complaints.", + "summary": "This cluster is mostly heterogeneous: the soft pairs share superficial theme words (tokenizers, loading, v5, model bugs) but do not describe the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue clearly represents a duplicate cluster here; if one must be chosen, issue 44462 is the clearest, most specific regression report, but it is not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone report: it describes a silent, model-wide token-ID regression affecting all Granite models, which is high impact and well-scoped.", + "best_issue_reason": "Issue 44462 is the strongest standalone bug report in the set: it has a precise symptom, narrow scope, and an obvious code path (AutoTokenizer loading repository tokenizer.json).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Both involve model serialization/dtype behavior, but they affect different models and different failure modes." + "reason": "Unrelated failures: flex_attention compilation on new torch vs missing TensorFlow backend when only tensorboard is installed." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Unrelated bugs: SigLIP probabilities vs Sam3Video OOM." + "reason": "Both involve tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash on a tokenizer object; different code paths." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:43650", + "right": "issue:46132", "accept": false, - "reason": "Different Qwen issues: model loading failure vs incorrect save_pretrained visual encoder keys." + "reason": "No shared bug: a vague data request versus a behavioral change in AttentionInterface.register." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Both are tokenizer regressions, but they appear model-specific and not the same underlying bug." + "reason": "Different problems: Python version compatibility for Transformers 5.1.0 versus loading a specific model package." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Both are import problems, but they concern different symbols and code paths." + "reason": "Tokenizer serialization mismatch is a save_pretrained bug, while 44462 is about loading tokenizer.json; not the same defect." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Processor.tokenizer API regression is not the same as Deepseek tokenizer output corruption." + "reason": "Python compatibility regression and a generic dependency issue are not the same underlying bug." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "A specific missing import is not the same as a broad package-wide import regression." + "reason": "Video processor batch-shape bug is unrelated to an unspecified dependency issue." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Pipeline image-processor lookup bug is unrelated to remote_code model loading regressions." + "reason": "Mistral regex patching crash and list_repo_files not forwarding revision are separate loading vs hub API bugs." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Different docs issues with different APIs and symptoms." + "reason": "Both are Gemma4-related but the code paths differ: lm_head.weight serialization versus resize_token_embeddings not updating embeddings." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "General dependency trouble is not the same as a specific PEFT version bump problem." + "reason": "Different multimodal bugs: assistant mask generation versus Qwen2.5-VL rope index scaling." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Notebook syntax error and AddedToken argument conflict are unrelated." + "reason": "FlashAttention failure in Ministral-3 is unrelated to Kosmos2.5 OCR long-input indexing." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Video pipeline processor selection and Gemma4 device placement are different bugs." + "reason": "Tokenizer special-token registration bug and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Python version compatibility issue is unrelated to PEFT minimum-version pinning." + "reason": "Both concern quantization, but one is saving quantized models and the other is loading dequantized models with device_map/offload; not the same bug." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Different model-loading failures with no concrete shared code path." + "reason": "Both are repo maintenance issues around missing symbols, but one is auto_mappings referencing removed configs and the other is dummy classes leaking into dir/check_repo." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "FlashAttention/torch compatibility is unrelated to TensorFlow backend detection." + "reason": "Processor save_pretrained missing files is unrelated to a performance regression after upgrading Transformers." }, { - "left": "issue:43650", - "right": "issue:46132", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "No meaningful relationship: placeholder issue vs AttentionInterface behavior change." + "reason": "Different failures: missing processor save files versus Gemma-4 zero3 from_pretrained." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "Tokenizer repository loading vs Mistral regex patch crash are different tokenizer bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder is a model-definition placeholder issue; Perceiver non-default resolution failure is a separate interpolation bug." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Both mention version regressions, but the affected loading failures are different and model-specific." + "reason": "Different model internals: missing rms_norm_eps in MLA q_a_layernorm versus torch.split return-value handling in GlmMoeDsaIndexer." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer config mismatch on save is not the same as AutoTokenizer ignoring tokenizer.json on load." + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "No shared underlying bug; one is Python support, the other is dependency handling." + "reason": "Both are v5 regressions affecting text models, but CamemBERT masked-LM predictions and Deepseek tokenizer outputs are different code paths and symptoms." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Video processor batching bug is unrelated to dependency issues." + "reason": "Notebook syntax error is unrelated to Gemma4 PLE device-mismatch during forward." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." + "reason": "FlashAttention model-loading failure and compiled flex_attention torch>=2.9 failure are separate attention-related bugs." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Different serialization/embedding bugs with different model families." + "reason": "Tokenizer loading issue in v5 and ESM2 model breakage are not the same underlying defect." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Both are multimodal, but assistant mask generation and rope-index scaling are distinct code paths." + "reason": "Docs mismatch for return_all_scores versus incorrect SigLIP2 pipeline outputs are different issues." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "FlashAttention failure and OCR index error are unrelated." + "reason": "Pipeline docs confusion is unrelated to import-time slowness." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Quantized-model saving and dequantized offload loading are different operations and failure points." + "reason": "Tokenizer class serialization mismatch and Gemma-4 zero3 loading failure do not share a code path." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Missing pad_token_id on Llama4Config is distinct from glm-4v-9b loading failure." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "Both are repo-maintenance issues, but they involve different files and different failure modes." + "reason": "Batched video processor shape bug and Sam3Video CUDA OOM are different problems." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Missing processor save files and slower filtering performance 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": 18, - "review_unit_index": 35, - "review_unit_count": 51, - "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", - "nodes": [ - "issue:16998", - "issue:22355", - "issue:41628", - "issue:42491", - "issue:43065", - "issue:43262", - "issue:43299", - "issue:43441", - "issue:43450", - "issue:43525", - "issue:43643", - "issue:43673", - "issue:43723", - "issue:43761", - "issue:43784", - "issue:43881", - "issue:43901", - "issue:43976", - "issue:43994", - "issue:44016", - "issue:44162", - "issue:44188", - "issue:44242", - "issue:44246", - "issue:44261", - "issue:44263", - "issue:44291", - "issue:44295", - "issue:44297", - "issue:44336", - "issue:44361", - "issue:44373", - "issue:44485", - "issue:44496", - "issue:44521", - "issue:44589", - "issue:44617", - "issue:44623", - "issue:44671", - "issue:44683", - "issue:44779", - "issue:44871", - "issue:44898", - "issue:45362", - "issue:45397", - "issue:45542", - "issue:45593", - "issue:45823" - ], - "soft_pairs": [ - "issue:44623|issue:45397", - "issue:43065|issue:44898", - "issue:44261|issue:44263", - "issue:44361|issue:45593", - "issue:44671|issue:44779", - "issue:44016|issue:45823", - "issue:43441|issue:44683", - "issue:43901|issue:43994", - "issue:43723|issue:44162", - "issue:43901|issue:44246", - "issue:43525|issue:43881", - "issue:43450|issue:44617", - "issue:44297|issue:45397", - "issue:43525|issue:43643", - "issue:43784|issue:45542", - "issue:44016|issue:44291", - "issue:44188|issue:44336", - "issue:43262|issue:44521", - "issue:44589|issue:45362", - "issue:41628|issue:43976", - "issue:43673|issue:43761", - "issue:44336|issue:44373", - "issue:16998|issue:22355", - "issue:42491|issue:43299", - "issue:44246|issue:44496", - "issue:44242|issue:45593", - "issue:44295|issue:45397", - "issue:44246|issue:44871", - "issue:44336|issue:44485" - ], - "prepared_review_unit_hash": "62058780b43ccde73f8c7b312ee5450605f5e4b211be46285a8abf00c5d24f9b", - "component_budget": { - "node_count": 437, - "item_count": 437, - "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36081, - "estimated_input_tokens": 9021, - "estimated_eval_tokens": 18298 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is highly heterogeneous; the soft pairs mostly share only superficial topical overlap, not the same underlying bug or change. I would not deduplicate any of them and there is no good PR representative here.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated regressions across loading, tokenizers, processors, attention kernels, docs, and model-specific behavior.", - "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative because the cluster is not centered on one code path or one bug family.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44623", - "right": "issue:45397", - "accept": false, - "reason": "Both are model-loading related, but one is missing processor save files and the other is a zero3/from_pretrained failure; different code paths." - }, - { - "left": "issue:43065", - "right": "issue:44898", - "accept": false, - "reason": "Both mention vision/model components, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a Perceiver interpolation failure." - }, - { - "left": "issue:44261", - "right": "issue:44263", - "accept": false, - "reason": "Different subsystems: MLA q_a_layernorm precision config vs GlmMoeDsaIndexer torch.split behavior." - }, - { - "left": "issue:44361", - "right": "issue:45593", - "accept": false, - "reason": "Tokenizer/task AttributeError and missing auxiliary losses are unrelated bugs." - }, - { - "left": "issue:44671", - "right": "issue:44779", - "accept": false, - "reason": "Both are v5 regressions, but one affects CamemBERT masked LM outputs and the other Deepseek tokenizer behavior." - }, - { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." - }, - { - "left": "issue:43441", - "right": "issue:44683", - "accept": false, - "reason": "Both involve attention acceleration, but FlashAttention failure and compiled flex_attention failure are different concrete problems." - }, - { - "left": "issue:43901", - "right": "issue:43994", - "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 producing bad predictions." - }, - { - "left": "issue:43723", - "right": "issue:44162", - "accept": false, - "reason": "AutoTokenizer loading issue and ESM2 breakage are unrelated." - }, - { - "left": "issue:43901", - "right": "issue:44246", - "accept": false, - "reason": "Documentation mismatch and slow import are not the same bug." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Both are model-loading failures, but for different models and different missing-field symptoms." - }, - { - "left": "issue:43450", - "right": "issue:44617", - "accept": false, - "reason": "Incorrect batched video shape and CUDA OOM in Sam3Video are not the same issue." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to Gemma4 zero3 loading." - }, - { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "A missing pad_token_id attribute and trust_remote_code dropping fields are distinct config bugs." + "reason": "A missing config attribute on Llama4Config is not the same as trust_remote_code returning incomplete config fields." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import NameError for sentence-transformers and undefined tf backend error are unrelated." - }, - { - "left": "issue:44016", - "right": "issue:44291", - "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument incompatibility are unrelated." + "reason": "Import-time NameError in sentence-transformers integration and TensorFlow backend selection error are unrelated." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention kernel divergence and ANSI output in loading_report are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:44521", - "accept": false, - "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Storage type import failure and Qwen3.5 chat crash are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:43976", - "accept": false, - "reason": "AutoImageProcessor import error and Python version compatibility are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:43761", - "accept": false, - "reason": "Different v5 regressions affecting GenerationMixin cache vs CLIPVisionModel hidden_states." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "ANSI code emission and a wrong docstring for position_ids are unrelated." - }, - { - "left": "issue:16998", - "right": "issue:22355", - "accept": false, - "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." - }, - { - "left": "issue:42491", - "right": "issue:43299", - "accept": false, - "reason": "Both mention Qwen3 MoE, but one is LoRA reuse across versions and the other is base model loading breakage." - }, - { - "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "Slow import and unrecognized model/config model_type are unrelated." - }, - { - "left": "issue:44242", - "right": "issue:45593", - "accept": false, - "reason": "Both concern auxiliary losses, but they are for different model families and different gating flags." - }, - { - "left": "issue:44295", - "right": "issue:45397", - "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to Gemma4 zero3 loading." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Import latency and eos_token_id config inconsistency are unrelated." - }, - { - "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "Attention kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." } ] }, @@ -11165,69 +11042,82 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 36, - "review_unit_count": 51, + "review_unit_index": 35, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ + "issue:16998", + "issue:22355", "issue:36246", + "issue:41628", "issue:41950", + "issue:42491", "issue:42757", "issue:42886", - "issue:43065", - "issue:43232", - "issue:43257", "issue:43262", + "issue:43299", "issue:43352", - "issue:43408", "issue:43526", - "issue:43596", "issue:43673", + "issue:43761", "issue:43824", "issue:43901", "issue:43976", + "issue:44016", "issue:44162", "issue:44220", "issue:44242", "issue:44246", + "issue:44291", "issue:44295", "issue:44336", "issue:44351", + "issue:44373", + "issue:44485", "issue:44496", + "issue:44521", "issue:44561", + "issue:44589", "issue:44749", "issue:44779", "issue:44857", - "issue:44877", + "issue:44871", "issue:44964", - "issue:44987", "issue:45003", "issue:45081", - "issue:45137", "issue:45200", "issue:45250", "issue:45292", "issue:45362", - "issue:45375", + "issue:45397", "issue:45412", - "issue:45459", - "issue:45561", - "issue:45563", - "issue:45584", - "issue:45701", - "issue:45759", + "issue:45593", "issue:46123", "issue:46132" ], "soft_pairs": [ + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:16998|issue:22355", + "issue:42491|issue:43299", + "issue:44246|issue:44496", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:44246|issue:44871", + "issue:44336|issue:44485", "issue:43824|issue:43976", + "issue:43976|issue:44964", "issue:41950|issue:44220", "issue:36246|issue:42757", - "issue:43976|issue:44964", "issue:36246|issue:44351", "issue:42886|issue:46132", "issue:44779|issue:45292", @@ -11236,219 +11126,220 @@ "issue:43673|issue:44561", "issue:44295|issue:44749", "issue:43352|issue:45250", - "issue:43901|issue:45003", "issue:44162|issue:45200", + "issue:43901|issue:45003", "issue:43526|issue:45003", "issue:44496|issue:45003", - "issue:45412|issue:46123", - "issue:45292|issue:45584", - "issue:43262|issue:44246", - "issue:45292|issue:45701", - "issue:36246|issue:43596", - "issue:43257|issue:45137", - "issue:45375|issue:45759", - "issue:44877|issue:45375", - "issue:45561|issue:45563", - "issue:43232|issue:44336", - "issue:44987|issue:45459", - "issue:43065|issue:43408" + "issue:45412|issue:46123" ], - "prepared_review_unit_hash": "51b59eed482f8561fbc6780150ea1376dde5d9c81002f8bf5bcb6c075c134a3c", + "prepared_review_unit_hash": "3abe23da715bce8c7d24ed7e708f49b5f33c1671453c45029f20b5a03f2f56d2", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36089, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "soft_pair_count": 30, + "serialized_chars": 36636, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a noisy mix of unrelated issues spanning imports, generation, tokenization, configs, and DeepSpeed; none of the soft pairs looks like the same underlying bug or fix. No PRs are present.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue is a safe duplicate representative here; the items are too heterogeneous and the soft links are only superficial similarity.", + "summary": "The cluster is mostly a set of unrelated, model-specific or environment-specific transformer bugs. None of the soft pairs look like clear same-bug duplicates under a strict triage standard, so I rejected all of them.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45003 is the best canonical representative: it is a concrete core-runtime bug in modeling_utils with a clear code path, rather than a vague environment or model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "No issue stands out as the global representative because there is no coherent common bug across the cluster.", + "best_issue_reason": "45003 is the strongest standalone issue for routing/triage because it describes a specific unsafe core access pattern and is easier to act on than the more ambiguous or narrowly model-bound reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "One is a notebook syntax error; the other is a TypeError in init_empty_weights. Different failure modes and code paths." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention chat templating/multimodal processing, but one is about a default sampling rate and the other about assistant masks. Distinct bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Different problems: a missing Qwen2.5-VL export vs a Python-version compatibility failure." + "reason": "Chunked prefill cache handling and CLIPVisionModel hidden_states are unrelated model/runtime issues." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Video-classification image-processor lookup and audio feature extraction are unrelated code paths." + "reason": "Importing AutoImageProcessor and Python-version compatibility are different problems." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Missing Qwen2.5-VL image processor import is unrelated to huggingface_hub's is_offline_mode import error." + "reason": "Float8 storage lookup and Qwen3.5 chat crashes are unrelated regressions." }, { - "left": "issue:43976", - "right": "issue:44964", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Python support/versioning issue vs a specific multimodal model-loading regression." + "reason": "ANSI output in loading_report and a wrong docstring for position_ids are not the same bug." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Both are import errors, but for different symbols in different modules with different causes." + "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx module are unrelated." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Offline cache loading failure and AttentionInterface.register behavior changes are separate behaviors." + "reason": "Both involve Qwen3/MoE regressions, but one is LoRA compatibility across hf4.x/hf5.x and the other is model loading in Qwen3VL-MoE. Not the same concrete issue." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Tokenizer regression and output-embedding resize propagation are distinct bugs." + "reason": "Slow import sometimes and an unrecognized model/config error are different root causes." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "MoE load-balancing loss handling is unrelated to the LwDetrImageLoss AMP crash." + "reason": "position_ids buffer access and Gemma-4 zero3 from_pretrained are unrelated." }, { - "left": "issue:45081", - "right": "issue:45362", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Mistral regex patch failure and Qwen chat crash do not share the same concrete code path." + "reason": "Both involve missing auxiliary losses, but they affect different models and different flags/code paths." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Generation cache handling during chunked prefill is unrelated to trust_remote_code breakage from a removed helper." + "reason": "Import slowness and Gemma eos_token_id mismatch are unrelated." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "A buffer access IndexError and a slowdown after upgrade are not the same bug." + "reason": "Loading-report ANSI formatting and GLM-5 RoPE implementation are different areas with no shared bug." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Unsupported Flash Attention message for Nemotron is not the same as a generic Flash Attention issue." + "reason": "A missing export for Qwen2.5-VL generation and a Python-version compatibility problem are unrelated." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:43976", + "right": "issue:44964", "accept": false, - "reason": "Docs mismatch about return_all_scores is unrelated to unsafe sys.modules access." + "reason": "A runtime support matrix issue and a specific multimodal model loading failure are not the same underlying bug." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-id defaults are different model-specific regressions." + "reason": "Video-classification processor lookup and _torch_extract_fbank_features() are different pipeline/model bugs." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "BEiT reduce_labels truncation is unrelated to sys.modules access in modeling_utils." + "reason": "Both are import errors, but one is a missing transformers symbol and the other is a missing huggingface_hub symbol. Different packages and fixes." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Unrecognized model/config loading is not the same failure as unsafe sys.modules lookup." + "reason": "Missing Qwen2.5-VLImageProcessor and missing HybridCache exports are separate module export problems." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "RT-DETR memory retention and MaskGenerationPipeline partial-batch dropping are separate issues." + "reason": "Offline cache loading for tokenizers and AttentionInterface.register behavior changes are unrelated." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription generation are different code paths." + "reason": "Deepseek tokenizer correctness and resize_token_embeddings not propagating to output embeddings are different bugs." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to import slowness." + "reason": "Load-balancing loss omission and an AMP/CUDA crash in LwDetrImageLoss are distinct issues." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:45081", + "right": "issue:45362", "accept": false, - "reason": "Embedding resize behavior is not the same as a version-dependent tokenization change." + "reason": "A Mistral tokenizer regex patch crash and a Qwen3.5 chat crash are unrelated." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Qwen2.5-VL import failure and DeepSpeed zero3/BertModel IndexError are unrelated." + "reason": "Chunked prefill cache handling and removal of is_torch_fx_available breaking trust_remote_code are different regressions." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is different from a Zero3 deque underflow." + "reason": "An error reading position_ids after buffer registration and slow filtering after upgrade are unrelated." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Missing config field under strict handling and text_config unwrapping for composite configs are different bugs." + "reason": "The Nemotron issue is explicit lack of Flash Attention 2 support; the other is only a vague Flash Attention 2 title and does not match the same concrete bug." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Both involve config handling, but they concern different models and different failure modes." + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaulting are unrelated." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "pytest-xdist file races and a stale generate warning are unrelated." + "reason": "A docs mismatch for return_all_scores and unsafe sys.modules access are not the same issue." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Generation kwargs update logic and ANSI-code leakage in loading_report are unrelated." + "reason": "BeitImageProcessorFast reduce_labels behavior and modeling_utils sys.modules access are unrelated." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Model-loading failure and tokenizer protobuf error handling are separate issues." + "reason": "Model config recognition failure and unsafe sys.modules access are different bugs." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same bug as a sam3_video/sam3_tracker model-type mismatch warning." + "reason": "Memory not released after RT-DETR deletion and MaskGenerationPipeline dropping final partial batch are unrelated." } ] }, @@ -11463,70 +11354,81 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 37, - "review_unit_count": 51, + "review_unit_index": 36, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ + "issue:36246", "issue:42886", - "issue:42994", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", "issue:43475", - "issue:43482", "issue:43540", - "issue:43646", + "issue:43596", "issue:43653", "issue:43673", - "issue:43701", - "issue:43827", "issue:43931", "issue:44060", "issue:44077", "issue:44162", - "issue:44188", - "issue:44297", - "issue:44361", + "issue:44246", + "issue:44336", "issue:44368", "issue:44466", "issue:44479", "issue:44483", - "issue:44623", "issue:44734", - "issue:44749", - "issue:44869", - "issue:44871", "issue:44877", "issue:44977", + "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", "issue:45229", - "issue:45230", + "issue:45292", "issue:45335", - "issue:45356", + "issue:45375", "issue:45397", + "issue:45459", "issue:45561", "issue:45563", "issue:45584", "issue:45588", "issue:45600", "issue:45656", + "issue:45701", + "issue:45759", "issue:45987", "issue:46082", - "issue:46132", "issue:46170", "issue:46202" ], "soft_pairs": [ + "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:45292|issue:45701", + "issue:45375|issue:45759", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:45561|issue:45563", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:43065|issue:43408", "issue:45987|issue:46082", "issue:44995|issue:45200", "issue:44466|issue:45335", - "issue:44479|issue:46170", "issue:43475|issue:43540", + "issue:44479|issue:46170", "issue:45397|issue:45656", "issue:44483|issue:46202", "issue:45137|issue:45600", @@ -11537,237 +11439,219 @@ "issue:44877|issue:46170", "issue:43931|issue:44368", "issue:42886|issue:45229", - "issue:43673|issue:44734", "issue:44060|issue:44077", + "issue:43673|issue:44734", "issue:45003|issue:45561", - "issue:45584|issue:46170", - "issue:44297|issue:44623", - "issue:44869|issue:45356", - "issue:44361|issue:44749", - "issue:43646|issue:44162", - "issue:44871|issue:46132", - "issue:43673|issue:43827", - "issue:44749|issue:45656", - "issue:44623|issue:45656", - "issue:43701|issue:44749", - "issue:44188|issue:46202", - "issue:42994|issue:43482", - "issue:45230|issue:45397" + "issue:45584|issue:46170" ], - "prepared_review_unit_hash": "5ec68d9ef8b9e1aca9157a3bb17dca6213d16f18aa10d7b53dda023166e55be5", + "prepared_review_unit_hash": "3da1118b4e9a2b5dc7d9e20afaad4b811bd403fd50d9301a6d871b99116a88fd", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36924, - "estimated_input_tokens": 9231, - "estimated_eval_tokens": 18718 + "soft_pair_count": 30, + "serialized_chars": 36799, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and the soft pairs are mostly thematic rather than true duplicates. I would not merge any of the candidate edges; they point to different bugs, code paths, or models.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: these items cover unrelated bugs across tokenizers, generation, multimodal models, serving, and training utilities.", + "summary": "This cluster is highly heterogeneous: most items are distinct bugs spanning tokenizer loading, generation, config strictness, DeepSpeed, SAM3, Qwen, Gemma, and unrelated utilities. I don\u2019t see any soft pair that meets the bar for a true duplicate or mergeable same-fix match.", + "confidence": 0.22, + "canonical_issue_reason": "issue:44479 is the broadest, most user-impacting regression report in the set and has concrete reproduction scope across several Qwen model variants, making it the best single anchor even though the cluster is not cohesive.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best duplicate target for the cluster; issue 45561 has the most cross-reference activity, but it is not representative of the other issues.", + "best_issue_reason": "issue:44479 is the best standalone representative because it describes a concrete, multi-model regression with clear user impact; the other issues are narrower or more specialized.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45987", - "right": "issue:46082", - "accept": false, - "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; different subsystems and failure modes." - }, - { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "GlmMoeDsa stale indexer on second forward is unrelated to Gemma 4 token-type defaults." + "reason": "Different failures: token embedding resizing vs Whisper empty-transcription generation after special-token alignment." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Both mention tied embeddings, but one is save/serialization behavior and the other is resize_token_embeddings propagation." + "reason": "Audio chat-template sampling-rate bug is unrelated to intermittent slow import behavior." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Qwen video regression and Windows ROCm import/dependency issue are unrelated." + "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque/index error; different code paths." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Different multimodal model bugs with no shared code path indicated." + "reason": "Resize-token-embeddings bug and tokenization-change report are not the same underlying issue." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "ZeRO3 from_pretrained loading problem is distinct from a double optimizer-step bug in deepspeed." + "reason": "Both touch Qwen multimodal config handling, but one is a missing strict-field drop and the other is AutoModelForCausalLM config unwrapping." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "OpenAI chat completions API rejection is unrelated to Gemma pipeline roundtrip tokenization." + "reason": "ImportError for a missing processor class is unrelated to a ZeRO3 BertModel index error." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "ZeRO3 deque error and removed-config CI breakage are unrelated." + "reason": "Both involve config loading/strictness, but they affect different models and different failure modes." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer special-token registration bug is not the same as the ESM2 breakage report." + "reason": "xdist file-race in testing utils is unrelated to a stale generate warning." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Stale indexer cache crash and flash-attention s_aux=None AttributeError are different code paths." + "reason": "Generation kwargs/cache bug and ANSI-color output bug are unrelated." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "A tied-embeddings warning during fine-tuning is not the same as a flash-attention generation regression." + "reason": "Model load failure and protobuf-error masking are different tokenizer/loading paths." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Both are warnings, but they concern different generation APIs and different bugs." + "reason": "Both are SAM3-related, but one is a dummy Conv2d in pixel decoder and the other is a model-type warning for tracker instantiation." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm import failure." + "reason": "Cache length return-type contract issue is unrelated to LlamaConfig head_dim validation." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tie_word_embeddings warning." + "reason": "Stale indexer cache crash in GlmMoeDsa is not the same as Gemma 4 mm_token_type_ids defaulting." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Offline cache-loading failure and multi-GPU CUDA OOM are unrelated." + "reason": "Both discuss embedding/weight behavior, but one is tied-weight serialization and the other is resize_token_embeddings not updating decoder embeddings." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Missing GenerationMixin cache during chunked_prefill is a different bug from server-side KV-cache tensor indexing." + "reason": "SAM3 vision encoder output attribute error and Qwen3Omni video-input ValueError are separate multimodal bugs." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." + "reason": "Qwen video-input regression is unrelated to the Windows/ROCm torch.distributed import issue." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "sys.modules access bug and pytest-xdist captured_info.txt race are different issues." + "reason": "Gemma-4 ZeRO3 loading and duplicate optimizer.step under DeepSpeed are different training/loading problems." }, { - "left": "issue:45584", - "right": "issue:46170", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to the Windows ROCm dependency problem." + "reason": "API request rejection in v5.3 and Gemma pipeline roundtrip failure on \u2581 are unrelated." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "tokenizer.save_pretrained config mismatch and processor.save_pretrained missing files are related only at a high level, not the same concrete bug." + "reason": "ZeRO3 deque error and stale auto_mappings reference to removed Sam3LiteText configs are different issues." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 codec regression are different tokenizer bugs." + "reason": "Tokenizer special-token registration bug is unrelated to the broader ESM2 breakage report." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "MLukeTokenizer AttributeError and a performance regression after upgrade are unrelated." + "reason": "GlmMoeDsa second-pass cache crash and flash_attention s_aux=None AttributeError are different code paths." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "A broad transformers v5 initialization breakage does not match the specific ESM2 failure report." + "reason": "A tied-weights warning in Qwen3.5 LoRA fine-tuning is not the same as a flash-attention generation regression." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register behavior changes." + "reason": "Tied-weights warning and stale paged-generate warning are unrelated generation issues." }, { - "left": "issue:43673", - "right": "issue:43827", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Generation cache bug and docs referencing removed pipeline() are unrelated." + "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm torch.distributed import/type error." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Filtering slowdown after upgrade and a double optimizer-step bug are unrelated." + "reason": "Weight-shape mismatch when loading Qwen3-VL is unrelated to tie_word_embeddings warnings in Qwen3.5." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Missing processor save files and deepspeed optimizer double-step are unrelated." + "reason": "Offline tokenizer cache loading failure is unrelated to Gemma 4 multi-GPU CUDA OOM." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to the data-length slowdown regression." + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init allowance are not the same bug." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip behavior." + "reason": "Chunked-prefill cache missing in GenerationMixin and /v1/responses KV-cache continuation indexing are different generation issues." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are opposite directions and likely different serialization paths." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the xdist captured_info.txt race." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:45584", + "right": "issue:46170", "accept": false, - "reason": "Generic bug report provides no evidence of the same Gemma-4 ZeRO3 loading issue." + "reason": "Whisper empty-transcription failure after token alignment is unrelated to the Windows ROCm import/type dependency issue." } ] }, @@ -11782,74 +11666,87 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 38, - "review_unit_count": 51, + "review_unit_index": 37, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:28282", "issue:30990", - "issue:35141", - "issue:36010", "issue:41628", - "issue:42175", "issue:42371", "issue:42673", - "issue:42831", - "issue:42898", "issue:42994", "issue:43232", - "issue:43278", - "issue:43377", "issue:43475", + "issue:43482", "issue:43525", "issue:43643", + "issue:43646", "issue:43673", + "issue:43701", "issue:43704", "issue:43824", - "issue:43901", + "issue:43827", "issue:44038", + "issue:44162", + "issue:44188", "issue:44222", - "issue:44242", + "issue:44297", "issue:44351", - "issue:44496", - "issue:44568", + "issue:44361", "issue:44623", "issue:44661", - "issue:44792", + "issue:44749", + "issue:44869", + "issue:44871", "issue:44933", "issue:44964", "issue:45081", "issue:45092", "issue:45103", "issue:45137", + "issue:45230", "issue:45310", + "issue:45356", "issue:45375", "issue:45381", + "issue:45397", "issue:45406", "issue:45478", - "issue:45561", - "issue:45600", - "issue:45712", + "issue:45656", "issue:46077", "issue:46123", + "issue:46132", "issue:46202" ], "soft_pairs": [ + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43673|issue:43827", + "issue:43701|issue:44749", + "issue:44188|issue:46202", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:43475|issue:45381", "issue:28282|issue:30990", "issue:43475|issue:43643", - "issue:43475|issue:45381", "issue:44038|issue:44623", "issue:42371|issue:45092", "issue:43232|issue:43673", "issue:41628|issue:44933", "issue:43475|issue:44661", - "issue:42994|issue:43525", "issue:45375|issue:45478", + "issue:42994|issue:43525", "issue:46077|issue:46123", "issue:45081|issue:45103", "issue:45310|issue:45375", @@ -11857,244 +11754,232 @@ "issue:42673|issue:43704", "issue:41628|issue:44351", "issue:44964|issue:45137", - "issue:42994|issue:43824", "issue:44222|issue:45310", - "issue:36010|issue:41628", - "issue:44038|issue:45310", - "issue:42831|issue:44222", - "issue:42175|issue:45712", - "issue:44496|issue:45561", - "issue:43377|issue:44242", - "issue:42898|issue:44568", - "issue:45561|issue:45600", - "issue:43901|issue:45561", - "issue:43232|issue:44792", - "issue:30990|issue:35141", - "issue:43278|issue:45137" + "issue:42994|issue:43824" ], - "prepared_review_unit_hash": "9ffc59c6223e8459e9c66a9cffa02763925d90aef37dee3cf460dcb8a86549a9", + "prepared_review_unit_hash": "11c7f16869a4fe869c1ba60c1d1f91f257bde7975a750ab85ab40ec4aba12093", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36414, - "estimated_input_tokens": 9104, - "estimated_eval_tokens": 18464 + "serialized_chars": 36810, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous overall, but it does contain two clear duplicate families: issue:42673 \u2194 issue:43704 (Qwen3ForCausalLM VRAM leak in multiple dataloader threads) and issue:45310 \u2194 issue:45478 (Qwen3.5 Moe from_pretrained error). The rest of the soft links look like conservative rejections.", - "confidence": 0.88, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it spans two separate duplicate families; if one representative must be chosen, issue:42673 is the stronger document for the VRAM-leak family, while issue:45310 is the counterpart for the Qwen3.5 Moe loading family.", + "summary": "Mostly a mixed bag of Transformers bug reports across unrelated models/features. Only two soft-edge pairs are true duplicates: the Qwen3.5-Moe from_pretrained regression and the Qwen3ForCausalLM VRAM leak.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43646 is the broadest, most representative regression ticket here: Transformers 5.0.0 breaking custom model initialization, which matches the cluster\u2019s many v5 compatibility failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best-documented and most active issue overall, but only for one duplicate family. The cluster also has a separate, equally clear duplicate family centered on issue:45310/issue:45478, so 42673 should not be treated as the sole representative of the cluster.", + "best_issue_reason": "issue:43646 is the best single anchor for the cluster because it is high-signal, broadly scoped, and not tied to one niche model or documentation-only symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Different failure modes: a PyTorch import error versus Sentence Transformers getting stuck while loading." + "reason": "Related save_pretrained area, but one is tokenizer.save_pretrained and the other is processor.save_pretrained; different code paths and failure modes." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Different model paths and bugs: missing SAM vision encoder attribute versus missing AutoConfig fields with trust_remote_code." + "reason": "Whisper timestamp decoding crash vs Kimi tokenizer codec regression; different models and different underlying bugs." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Unrelated model-specific bugs: SAM 3 vision output attribute error versus Qwen2.5-VL video position-id issues." + "reason": "Tokenizer AttributeError on tasks versus a post-upgrade performance slowdown; not the same bug." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Different surfaces: Qwen3-VL-Moe loading versus processor.save_pretrained missing files." + "reason": "Both are regressions, but one is custom model initialization and the other is ESM2 breakage; different concrete failures." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Packaging/backend setup issue versus remote-code meta-initialization incompatibility; not the same bug." + "reason": "Performance regression after upgrade vs DeepSpeed optimizer step duplication; different symptoms and code paths." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Both involve generation internals, but the concrete code paths differ: sync_gpus/_update_model_kwargs_for_generation versus chunked_prefill cache handling." + "reason": "Missing files on save_pretrained is unrelated to optimizer stepping under DeepSpeed." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols and different modules." + "reason": "Gemma eos_token configuration mismatch is unrelated to AttentionInterface.register changing function behavior." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:43673", + "right": "issue:43827", "accept": false, - "reason": "Different problems: SAM 3 output attribute error versus add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + "reason": "Generation cache bug versus docs still referencing pipeline(); code defect vs documentation issue." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "Different bug classes: quantized model saving failure versus Llama4Config missing pad_token_id." + "reason": "resume_from_checkpoint key mismatch is a checkpoint/state issue, not the same as a slowdown regression." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Same model family, but one is a missing config field and the other is a from_pretrained loading error; too different to merge." + "reason": "Attention kernel divergence under torch.compile is unrelated to Gemma pipeline roundtrip behavior." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Different subsystems: Gemma4 attention-mask construction versus MaskGenerationPipeline final-batch bookkeeping." + "reason": "Placeholder bug report vs Gemma-4 ZeRO3 from_pretrained failure; no shared concrete bug." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Unrelated AttributeErrors in different areas: tokenizer regex patching versus auto-docstring kwargs processing." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different operations and symptoms." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Related family, but not the same concrete bug: Qwen3.5 Moe loading error versus a vision-config field being dropped by strict parsing." + "reason": "SAM3 video encoder attribute error and qwen2.5-vl video position-id bug are different model-specific issues." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Different Gemma-related issues: processor missing _tokenizer versus pipeline roundtrip failure on the underscore token." + "reason": "ImportError about missing PyTorch and a loading hang in Sentence Transformers are different failure modes." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact duplicate title and same VRAM leak in Qwen3ForCausalLM when used in multiple dataloader threads." + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 encoder attribute error is unrelated to trust_remote_code returning missing fields from AutoConfig." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Both are import errors, but they are for different exported objects and do not indicate the same underlying bug." + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are different concrete problems." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Different failures: multimodal model loading versus a DeepSpeed ZeRO3 deque underflow." + "reason": "TF32 API/settings warning is unrelated to InternVL2 meta-initialization incompatibility." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Saving quantized models is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." + "reason": "Both involve generation internals, but update_model_kwargs_for_generation after sync_gpus is not the same as missing GenerationMixin cache in chunked_prefill." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Same broad model area, but one is FP8 save_pretrained behavior and the other is a from_pretrained loading error." + "reason": "Both are import-related, but the missing AutoImageProcessor import and the image_utils import issue are not clearly the same symbol/path." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "Both are import errors, but they concern different API symbols and likely different code paths." + "reason": "SAM3VisionEncoderOutput missing attribute is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES." }, { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Different models and symptoms: Qwen3-VL-Moe issue versus Qwen3.5 Moe loading error." + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same Qwen3.5-Moe from_pretrained regression; these are duplicates." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "Accuracy regression with FineGrainedFP8 is not the same as FP8 save_pretrained failing." + "reason": "Quantized save failure and Llama4 pad_token_id AttributeError are different models and different operations." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Both touch packaging/torch-related surfaces, but one is missing TensorFlow in the torch extra and the other is dummy PT objects leaking into the API." + "reason": "Gemma4 causal-mask bug and MaskGenerationPipeline final-batch dropping bug are unrelated pipeline/attention issues." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Unrelated issues: unrecognized model/config loading versus a pytest-xdist file race." + "reason": "Mistral tokenizer regex crash versus auto_docstring annotations crash; different subsystems and triggers." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Different model bugs: missing padding-mask support in MIMI encoder versus omitted load-balancing loss when router logits are disabled." + "reason": "Same model family, but one is a from_pretrained load error and the other is a missing config field silently dropped; not clearly the same bug." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Both are tokenizer behavior changes in v5, but they affect different behaviors and likely require different fixes." + "reason": "Gemma4 processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different bugs." }, { - "left": "issue:45561", - "right": "issue:45600", - "accept": false, - "reason": "A concurrency race in testing utilities is unrelated to stale references in auto_mappings.py." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title describing the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." }, { - "left": "issue:43901", - "right": "issue:45561", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Docs/behavior mismatch in a pipeline is unrelated to a pytest-xdist race." + "reason": "Both are import errors, but they concern different missing names: AutoImageProcessor versus HybridCache." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Generation kwargs handling and a Janus image-generation test failure are different issues." + "reason": "Loading a multimodal model and a DeepSpeed ZeRO3 deque IndexError are unrelated." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Loading hang versus embedding reinitialization after resizing token embeddings are different bugs." + "reason": "FP8 save_pretrained on MoE versus Qwen3.5-Moe from_pretrained load failure; different directions and different bugs." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Different failures: dtype drift during evaluate versus a DeepSpeed ZeRO3 deque error." + "reason": "Quantized save failure is unrelated to the missing Qwen2_5_VLForConditionalGeneration import." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The packet supports two clear duplicate pairs, not just one: issue:42673 \u2194 issue:43704 and issue:45310 \u2194 issue:45478. Because of that, the claim that 42673 is the best representative of the only clearly duplicated bug overstates the evidence. The rest of the conservative rejections look reasonable, but the cluster summary/canonical framing should acknowledge both duplicate families." + "accept": true, + "feedback": "The cluster summary is grounded in the packet and the pair verdicts are conservative. The two accepted soft-edge pairs are exact-title duplicates, and the rejected pairs are generally limited to clearly different subsystems, models, or failure modes. The canonical anchor choice is also reasonable given the broad Transformers v5 compatibility regression." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -12103,68 +11988,80 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 39, - "review_unit_count": 51, + "review_unit_index": 38, + "review_unit_count": 50, "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, + "reason": null, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ - "issue:28282", "issue:30333", + "issue:30990", "issue:33290", - "issue:34689", "issue:35141", - "issue:36331", + "issue:36010", + "issue:41628", "issue:42175", "issue:42222", "issue:42831", "issue:42898", "issue:43065", "issue:43232", - "issue:43479", + "issue:43278", + "issue:43377", "issue:43723", "issue:43784", "issue:43824", "issue:43874", - "issue:43976", + "issue:43901", "issue:44016", + "issue:44038", "issue:44060", "issue:44075", - "issue:44079", "issue:44188", "issue:44222", - "issue:44295", - "issue:44297", + "issue:44242", "issue:44373", "issue:44448", + "issue:44496", "issue:44568", "issue:44623", "issue:44734", "issue:44779", - "issue:44933", + "issue:44792", "issue:45092", "issue:45103", "issue:45125", + "issue:45137", "issue:45200", - "issue:45245", "issue:45310", "issue:45356", - "issue:45405", - "issue:45656", + "issue:45561", + "issue:45600", "issue:45712", "issue:45812", "issue:46123", - "issue:46132", "issue:46231" ], "soft_pairs": [ + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:30990|issue:35141", + "issue:43278|issue:45137", "issue:42222|issue:45200", "issue:44623|issue:45310", - "issue:30333|issue:33290", "issue:43065|issue:46123", + "issue:30333|issue:33290", "issue:44188|issue:44373", "issue:43232|issue:44188", "issue:42898|issue:45812", @@ -12176,251 +12073,211 @@ "issue:44734|issue:45103", "issue:44016|issue:46231", "issue:44075|issue:46231", - "issue:44060|issue:45125", "issue:42898|issue:44448", - "issue:44295|issue:45656", - "issue:45405|issue:45712", - "issue:42175|issue:44933", - "issue:44448|issue:46132", - "issue:44222|issue:44297", - "issue:44933|issue:45712", - "issue:43479|issue:44079", - "issue:43976|issue:44933", - "issue:44297|issue:45656", - "issue:30333|issue:34689", - "issue:44222|issue:44623", - "issue:42831|issue:44623", - "issue:45245|issue:46132", - "issue:30333|issue:36331", - "issue:28282|issue:30333", - "issue:30333|issue:35141" + "issue:44060|issue:45125" ], - "prepared_review_unit_hash": "c8f893a020afb3e91166c5ec0f437c3b6eddc3d6e75423658dbfa620f2de7bc2", + "prepared_review_unit_hash": "7646c36fea5ec559f7a77f47efc9ac82d483090e714f6a4611a45bddac341c93", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37117, - "estimated_input_tokens": 9280, - "estimated_eval_tokens": 18816 + "soft_pair_count": 29, + "serialized_chars": 35897, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues with superficial lexical overlap (many tokenizer/v5/regression topics). I do not see any true duplicate pair; the best representative issue is the broad v5 tokenizer regression around `clean_up_tokenization_spaces`.", - "confidence": 0.28, - "canonical_issue_reason": "No single canonical duplicate issue emerges: the items span unrelated bugs across model loading, training, tokenization, generation, packaging, and docs. If forced to anchor the cluster, issue 42898 is the broadest v5 tokenizer regression representative.", + "summary": "This cluster is largely heterogeneous: most items are distinct bugs across unrelated subsystems. The soft-paired items share broad themes in a few cases (imports, tokenizers, generation), but none are strong enough to treat as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45812 is the strongest representative standalone bug here: a broad, silent tokenizer regression affecting all Granite models with clear user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the most central representative by similarity, but it is still not a duplicate of the other issues; it best fits the cluster\u2019s loose v5/tokenizer regression theme.", + "best_issue_reason": "issue:45812 has the clearest severity and scope among the issues, making it the best single issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Different subsystems: VitPose model import/breakage vs Gemma 4 multimodal token-type defaults." + "reason": "Both are import errors, but they concern different missing symbols and different code paths (`GenerationMixin` vs `AutoImageProcessor`)." }, { - "left": "issue:44623", + "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both involve save/load flows, but one is processor.save_pretrained missing files and the other is a Qwen3.5 MoE from_pretrained failure; not the same bug." + "reason": "Same model family and release era, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5 MoE from_pretrained failure; likely related theme, not the same bug." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "MLflow job-reporting failure vs DeepSpeed Adafactor OOM; unrelated training issues." + "reason": "One reports accuracy drift with FineGrainedFP8, the other save_pretrained behavior for FP8 MoE; different symptoms and fixes." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to MaskGenerationPipeline final-batch handling." + "reason": "Packaging/backend dependency issue versus leftover dummy PT classes leaking into dir/check_repo; not the same underlying problem." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to a docstring correction for position_ids." + "reason": "These are unrelated: model loading/config recognition versus a pytest-xdist race in testing utils." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Generation kwargs update ordering vs attention-kernel branching under torch.compile; different code paths and symptoms." + "reason": "Different model and failure mode: missing padding-mask support in MIMI encoder versus load-balancing loss omission in MoE routing." }, { "left": "issue:42898", - "right": "issue:45812", - "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Granite token ID mapping; not the same concrete bug." - }, - { - "left": "issue:43784", - "right": "issue:43824", - "accept": false, - "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL export; distinct import failures." - }, - { - "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer loading issue vs add_special_tokens not adding BOS/EOS for a specific tokenizer; different tokenizer bugs." - }, - { - "left": "issue:42898", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions in v5, but they target different models and failure modes." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Kimi-K2.5 codec handling/warning regression is separate from clean_up_tokenization_spaces behavior change." + "reason": "Both involve tokenization regressions, but one is about `clean_up_tokenization_spaces` behavior and the other about missing BOS/EOS insertion for a specific tokenizer." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Missing image-patch method in a GLM image processor vs InternVL2 meta-initialization incompatibility; unrelated multimodal issues." + "reason": "A race condition in test workers is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:43901", + "right": "issue:45561", "accept": false, - "reason": "KV-cache continuation crash in serve vs auto-docstring crash with future annotations; different components." + "reason": "Docs/behavior mismatch for TextClassificationPipeline is unrelated to a captured_info.txt race under xdist." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + "reason": "Generation KV-cache continuation bug versus a Janus image-generation test failure; no shared code-path." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Optimizer SGD arguments being ignored is unrelated to the set_training docs typo." + "reason": "Loading hangs in Sentence Transformers and token embedding reinitialization are different model initialization issues." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Wrong tied-weights warning in Qwen3-Next is not the same as missing `_tp_plan` for Qwen3_5Moe." + "reason": "Embedding dtype drift in eval is unrelated to the DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Both involve v4\u2192v5 output changes, but Pegasus generation differences are not the same bug as tokenization cleanup behavior." + "reason": "VitPose breakage and Gemma 4 multimodal token defaults are different model-specific bugs." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Position_ids buffer read error is unrelated to optimizer step being called twice with DeepSpeed." + "reason": "Missing processor save_pretrained artifacts is a serialization issue, not the same as Qwen3.5 MoE loading failure." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "PEFT version pin issue is unrelated to leftover dummy classes in `dummy_pt_objects.py`." + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to MaskGenerationPipeline dropping final partial-batch results." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "TensorFlow missing from a torch install extra is unrelated to a nonexistent import from image_utils." + "reason": "MLFlow reporting on failed training jobs and DeepSpeed OOM with Adafactor are unrelated problems." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Pegasus output regression is unrelated to AttentionInterface.register changing function behavior." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a wrong docstring for position_ids." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "FP8 save_pretrained issue for MoE is separate from tokenizer_class mismatch in tokenizer config." + "reason": "Both touch generation/attention internals, but one is a KV-cache continuation bug and the other is compile-time branching in attention kernels." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "image_utils import error and dummy PT class cleanup are different packaging/import problems." + "reason": "Both are tokenizer regressions in v5, but they affect different behaviors and models; not the same concrete bug." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Phi4Multimodal config initialization bug is unrelated to ModelOutput key assignment when values were previously None." + "reason": "Both are import errors, but for different missing classes and different affected packages/models." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Python version compatibility issue is unrelated to the image_utils import problem." + "reason": "Tokenizer loading in v5 and add_special_tokens behavior are distinct tokenizer issues with different failure modes." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer config class mismatch has nothing to do with DeepSpeed optimizer double-step behavior." + "reason": "Both are v5 tokenizer regressions, but one is about cleanup-space behavior and the other about DeepSeek codec handling." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "MLflow training-job reporting bug is unrelated to Llama 3.2 Vision model loading breakage." + "reason": "Related only at the broad tokenizer-regression level; Kimi-K2.5 codec handling is a separate bug from clean_up_tokenization_spaces behavior." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "MoE FP8 save_pretrained bug is not the same as processor.save_pretrained missing files." + "reason": "Image processor API breakage and remote-code meta-init incompatibility are different multimodal loading issues." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "FineGrainedFP8 accuracy issue is unrelated to processor save_pretrained missing files." + "reason": "Server KV-cache tensor indexing crash and auto_docstring annotation parsing crash are unrelated." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Category-count runtime error is unrelated to AttentionInterface.register behavior changes." + "reason": "Notebook syntax error and a docs parameter-name mismatch are not the same issue." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "MLflow job reporting and CustomTrainer compute_loss signature mismatch are different training issues." + "reason": "Optimizer argument handling and documentation typo are unrelated." }, { - "left": "issue:28282", - "right": "issue:30333", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "AutoModel import error without PyTorch vs MLflow reporting bug; unrelated environment/training issues." + "reason": "Wrong tied-weights warning in Qwen3-Next and missing `_tp_plan` in Qwen3.5 MoE are different model-specific bugs." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:44222", + "right": "issue:45200", "accept": false, - "reason": "MLflow failure reporting and embedding reinitialization in post_init are unrelated bugs." + "reason": "FP8 save_pretrained behavior for MoE does not match the Gemma 4 multimodal-token defaulting issue." } ] }, @@ -12435,70 +12292,87 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 40, - "review_unit_count": 51, + "review_unit_index": 39, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ - "issue:22355", "issue:28282", - "issue:30990", - "issue:38175", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", "issue:41628", + "issue:42175", "issue:42757", "issue:42831", - "issue:42907", "issue:43122", "issue:43232", "issue:43479", "issue:43644", "issue:43723", "issue:43761", - "issue:43824", "issue:43873", + "issue:43976", + "issue:44079", "issue:44190", "issue:44206", "issue:44222", - "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44360", "issue:44373", + "issue:44448", "issue:44483", "issue:44484", "issue:44485", - "issue:44514", "issue:44623", - "issue:44829", "issue:44869", "issue:44871", - "issue:44913", + "issue:44933", "issue:44945", "issue:44977", "issue:45071", "issue:45092", "issue:45103", + "issue:45245", "issue:45310", - "issue:45357", + "issue:45405", "issue:45406", + "issue:45656", + "issue:45712", "issue:45834", - "issue:46002", - "issue:46050", "issue:46082", + "issue:46132", "issue:46209" ], "soft_pairs": [ + "issue:44295|issue:45656", + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:43479|issue:44079", + "issue:43976|issue:44933", + "issue:44297|issue:45656", + "issue:30333|issue:34689", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:30333|issue:36331", "issue:44190|issue:46082", "issue:43479|issue:44869", + "issue:30333|issue:35141", + "issue:28282|issue:30333", "issue:45071|issue:46082", - "issue:41628|issue:42757", "issue:44206|issue:45103", "issue:44297|issue:45310", + "issue:41628|issue:42757", "issue:43723|issue:44977", "issue:44263|issue:45092", "issue:43122|issue:46209", @@ -12506,232 +12380,238 @@ "issue:43232|issue:45834", "issue:44222|issue:44484", "issue:44373|issue:44485", - "issue:43479|issue:43644", "issue:44295|issue:44623", + "issue:43479|issue:43644", "issue:44483|issue:45406", "issue:43761|issue:46082", - "issue:43723|issue:44871", - "issue:45092|issue:45357", - "issue:30990|issue:38175", - "issue:44263|issue:44360", - "issue:44261|issue:45092", - "issue:42907|issue:46050", - "issue:44514|issue:45103", - "issue:44829|issue:46002", - "issue:43479|issue:44913", - "issue:42831|issue:45310", - "issue:22355|issue:28282", - "issue:41628|issue:43824", - "issue:44263|issue:44373" + "issue:43723|issue:44871" ], - "prepared_review_unit_hash": "62e68b6a5cf0af73761d5670e1d17fa973831321a5a7d75c2c307a5c324ddc87", + "prepared_review_unit_hash": "93ec876320bee82da94cec875c762842d62e67c0e5456fcfac99b3e5426dca4f", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35805, - "estimated_input_tokens": 8952, - "estimated_eval_tokens": 18160 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37639, + "estimated_input_tokens": 9410, + "estimated_eval_tokens": 19076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose pile of unrelated Transformers issues that share only broad regression/import/config language; none of the soft pairs look like true duplicates. No PRs are present.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45092 is the clearest representative of the cluster\u2019s broad v5 regression / initialization theme and has a concrete repro path; the rest are mostly separate bugs.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change, so all should be rejected as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43644 is the broadest and most representative regression in the set, centered on a core v5 initialization/buffer behavior rather than a narrow model-specific or tooling-only problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45092 is the most actionable standalone issue with a specific failure mode and modern v5 context, making it the best representative if one must be chosen.", + "best_issue_reason": "issue:43644 best represents the cluster because it is a general v5 regression and is the closest fit to the few initialization/buffer-adjacent reports, even though the cluster is not truly cohesive.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Local dataset loading in a training script vs LlamaConfig head_dim validation; different code paths and failures." + "reason": "Different subsystems: a buffer/position_ids read issue versus a deepspeed optimizer-step count problem." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Multimodal config defaulting bug vs Whisper word-timestamp decode crash; unrelated models and subsystems." + "reason": "Unrelated: PEFT version pinning/release status versus leftover dummy classes leaking into the package API." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "PretrainedConfig type-checking regression vs explicit head_dim validation in LlamaConfig; not the same bug." + "reason": "Different bugs: Pegasus v4/v5 output drift versus AttentionInterface.register changing registered function behavior." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different symbols/packages and likely different missing exports or version mismatches." + "reason": "One is backend extras packaging, the other is a missing image_utils import; no shared code-path bug." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Feature-extractor center-arg crash vs auto_docstring AttributeError under future annotations; unrelated failures." + "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata mismatch; not the same fix." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer class mismatch on save vs Qwen3.5 MoE from_pretrained error; different save/load paths and symptoms." + "reason": "Different import/package issues: a nonexistent image_utils import versus dummy class cleanup in the no-torch path." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "AutoTokenizer loading issue vs flash-attention generation bug; different functionality and code paths." + "reason": "Phi4MultimodalConfig default handling is unrelated to ModelOutput key assignment semantics." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "torch.split return-value issue in a DSA indexer vs remote-code meta-init incompatibility; unrelated." + "reason": "Python version compatibility regression versus a missing import symbol; no shared underlying bug." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Tokenization changes across versions vs FP8 inference on B200; different layers of the stack." + "reason": "Tokenizer save_pretrained metadata bug is unrelated to deepspeed optimizer stepping." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Quantized offloading behavior vs pipeline-parallelism output correctness; same broad area, not the same bug." + "reason": "MLFlow reporting on failed training is unrelated to model loading regression for Llama 3.2 Vision." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Generation kwargs update problem vs OCR long-input index error; separate model behaviors." + "reason": "Both are save_pretrained-related, but they affect different artifacts and code paths: FP8 model weights versus processor files." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "FP8 save_pretrained bug vs max_shard_size default question; not the same underlying issue." + "reason": "FP8 accuracy regression is not the same issue as missing processor save_pretrained files." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit is unrelated to AttentionInterface.register behavior." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLFlow reporting and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Docstring mismatch for position_ids vs GLM-5 RoPE implementation discussion; unrelated." + "reason": "Dataset loading in the example script is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:43479", - "right": "issue:43644", + "right": "issue:44869", "accept": false, - "reason": "Config initialization defaults vs non-persistent buffer corruption; different bug classes." + "reason": "Multimodal config initialization and Whisper timestamp decode crash are different code paths." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "position_ids buffer read error vs processor.save_pretrained missing files; different serialization problems." + "reason": "MLFlow job-status reporting is unrelated to embedding resize/post_init reinitialization." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:28282", + "right": "issue:30333", "accept": false, - "reason": "Chat completions request rejection vs Gemma4Processor missing _tokenizer in serve; unrelated runtime failures." + "reason": "ImportError for PyTorch backend is unrelated to MLFlow reporting on failed training jobs." }, { - "left": "issue:43761", + "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "CLIP hidden_states regression vs LlamaConfig head_dim validation; different models and symptoms." + "reason": "Both involve config/type validation, but they are different concrete failures and not one fixable code-path bug." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "Tokenizer loading issue vs eos_token_id config inconsistency; both config-related but distinct." + "reason": "Feature extractor argument support and auto-docstring future-annotations crash are unrelated." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Meta-init incompatibility for old checkpoints vs incorrect visual encoder keys on save_pretrained; same model family but different code paths." + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Sentence Transformers loading hang vs unexpected zero probabilities in SigLIP2; unrelated." + "reason": "Different missing-symbol import errors from different modules; not the same underlying regression." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Both mention the DSA indexer, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failures are unrelated." }, { - "left": "issue:44261", + "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "MLA layernorm epsilon precision issue vs checkpoint/meta-init incompatibility; different underlying problems." + "reason": "torch.split return handling in a MoE indexer is unrelated to meta initialization incompatibility in old InternVL2 checkpoints." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Dequantized save bug for specific models vs sinq quantized model save/load breakage; similar theme but not same defect." + "reason": "Tokenizer output changes and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Batched chat-template crash vs auto_docstring crash from future annotations; unrelated functionality." + "reason": "Quantization/offloading behavior is unrelated to incorrect output under pipeline parallelism." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "flash_attention_3 training degeneration vs NaNs after checkout+init; different symptoms and likely different causes." + "reason": "Generation kwargs update after sync_gpus and Kosmos2.5 OCR index errors are different bugs." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Both touch config handling, but one is default initialization for multimodal configs and the other is rotary_pct not persisting on reload." + "reason": "FP8 MoE save_pretrained and max_shard_size default selection are not the same issue." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error; unrelated FP8/model-loading bugs." + "reason": "Docstring correction for position_ids is unrelated to the GLM-5 RoPE implementation discussion." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "transformers.onnx missing vs PyTorch-not-found import error; different dependency and module issues." + "reason": "Position_ids buffer read error and processor save_pretrained file omission are unrelated." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Different missing transformer imports for different classes/models; both import errors but not the same fix." + "reason": "Both touch initialization, but one is Phi4MultimodalConfig None handling while the other is non-persistent buffer contents; not the same bug." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor _tokenizer attribute crash are different server-side failures." + }, + { + "left": "issue:43761", + "right": "issue:46082", "accept": false, - "reason": "DSA indexer runtime behavior vs docstring typo; not the same underlying issue." + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are unrelated." } ] }, @@ -12746,17 +12626,20 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 41, - "review_unit_count": 51, + "review_unit_index": 40, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ + "issue:22355", + "issue:28282", "issue:30990", "issue:33357", + "issue:38175", "issue:39401", "issue:41628", "issue:42371", @@ -12766,292 +12649,281 @@ "issue:42907", "issue:42994", "issue:43066", - "issue:43116", - "issue:43122", "issue:43232", - "issue:43408", - "issue:43475", + "issue:43479", "issue:43550", "issue:43576", "issue:43646", - "issue:43723", - "issue:43756", "issue:43784", - "issue:43937", + "issue:43824", "issue:44038", - "issue:44060", "issue:44117", "issue:44261", "issue:44263", "issue:44295", "issue:44297", + "issue:44360", "issue:44373", - "issue:44442", "issue:44464", "issue:44514", "issue:44568", "issue:44704", - "issue:44779", + "issue:44829", + "issue:44913", "issue:44945", - "issue:44964", - "issue:45200", + "issue:45092", + "issue:45103", "issue:45278", "issue:45290", + "issue:45310", + "issue:45357", "issue:45593", - "issue:45600", "issue:45753", "issue:46002", + "issue:46050", "issue:46082", "issue:46132" ], "soft_pairs": [ - "issue:39401|issue:44568", + "issue:45092|issue:45357", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44261|issue:45092", + "issue:42907|issue:46050", + "issue:44514|issue:45103", + "issue:44829|issue:46002", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:22355|issue:28282", + "issue:41628|issue:43824", "issue:42831|issue:44038", + "issue:39401|issue:44568", "issue:42886|issue:43066", "issue:42886|issue:42994", - "issue:42757|issue:45278", "issue:44945|issue:45753", + "issue:42757|issue:45278", "issue:44464|issue:46082", "issue:44117|issue:44704", - "issue:43576|issue:43784", "issue:43646|issue:46002", + "issue:43576|issue:43784", "issue:42371|issue:44263", "issue:43550|issue:46132", "issue:30990|issue:33357", "issue:43232|issue:45593", "issue:44295|issue:44297", "issue:44704|issue:45290", - "issue:43723|issue:44442", - "issue:44261|issue:44373", - "issue:42907|issue:44945", - "issue:43723|issue:44779", - "issue:43784|issue:45600", - "issue:41628|issue:45278", - "issue:42907|issue:43937", - "issue:43756|issue:44060", - "issue:43408|issue:43475", - "issue:43122|issue:44514", - "issue:43116|issue:45200", - "issue:42907|issue:44964" + "issue:44261|issue:44373" ], - "prepared_review_unit_hash": "339a79c2ab4dc4a11931622b68154ab4090eb89791b3adec89422e7174e922f6", + "prepared_review_unit_hash": "630a025509b1bf85c044f52b5ea1dfa547a1e683c82446b15581ededee29259b", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35648, - "estimated_input_tokens": 8912, - "estimated_eval_tokens": 18080 + "soft_pair_count": 29, + "serialized_chars": 36027, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 }, "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 v5 regression reports. The only plausible duplicate here is the AutoTokenizer loading regression pair (43723/44442); the rest are different bugs in different subsystems or model families.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43723 is the broadest, most central issue in the only likely duplicate pair: a generic AutoTokenizer.from_pretrained loading regression in v5.", + "summary": "Mostly heterogeneous issue reports with only loose thematic overlap around Transformers v5 regressions, imports, tokenization, and serialization. I do not see any strong duplicate pairs; the closest umbrella-style issue is the broad import-regression report, but the set is not a true duplicate cluster.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in this set and best represents the small import-regression theme, though the overall cluster is still heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 best represents the cluster\u2019s only true duplicate theme because it describes the underlying tokenizer-loading failure at the general code-path level.", + "best_issue_reason": "Issue 45278 is the most representative high-level issue here because it describes a broad post-upgrade regression rather than a narrow, model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39401", - "right": "issue:44568", - "accept": false, - "reason": "Both are tokenizer bugs, but one is offset_mapping for Qwen3 and the other is missing BOS/EOS insertion for mdeberta; different code paths and symptoms." - }, - { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Different model-specific failures: one is an FP8 accuracy issue, the other is a transformers 5.0/Qwen3-VL-Moe bug." + "reason": "Different models and different failures: meta-initialization incompatibility vs incorrect saved visual encoder keys." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Offline cache loading failure vs wrong tokenizer decoder type; related area but not the same bug." + "reason": "Same broad subsystem name, but the bugs differ: torch.split return handling vs missing ReLU in the DSA indexer." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Tokenizer cache loading failure and quantized model save failure are unrelated change paths." + "reason": "Unrelated symptoms and model families; one is a loading hang, the other is a zero-probability accuracy issue." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "One is a specific missing huggingface_hub symbol, the other is a broad set of import errors after upgrade; not one concrete defect." + "reason": "Different code paths and models; a missing rms_norm_eps config field is not the same as meta-init incompatibility." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Pipeline-parallelism wrong output and an infinite loop on a specific image are different multimodal/runtime failures." + "reason": "Both touch quantized saving/loading, but they describe different quantization flows and failure modes." }, { - "left": "issue:44464", - "right": "issue:46082", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to LlamaConfig head_dim validation." + "reason": "Processor batched chat-template crash and auto-docstring AttributeError are unrelated bugs." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding are different loader bugs." + "reason": "Both involve training instability, but the triggers and root causes are different and not mergeable into one fix." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Broken env command and sentence-transformers import NameError are distinct regressions." + "reason": "Both are config-related, but one is multimodal default initialization and the other is a GPTNeoX reload regression." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different failures with different triggers." + "reason": "Different areas entirely: FP8 accuracy regression vs Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "TF32 settings guidance and a torch.split return-value bug are unrelated." + "reason": "A code bug in the DSA indexer and a wrong docstring are not the same underlying issue." }, { - "left": "issue:43550", - "right": "issue:46132", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "torch.compile/SDPA failure and AttentionInterface.register behavior change are different attention-related bugs." + "reason": "Both are import errors, but they involve different missing modules and different dependency problems." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Both mention loading, but one is Sentence Transformers hanging and the other is a MacOS bus error on a CLIP model." + "reason": "Different missing symbols with no evidence of a single shared code-path regression." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing auxiliary losses in D-FINE are unrelated." + "reason": "One is an accuracy issue, the other is a model-specific from_pretrained error." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch on save_pretrained are different tokenizer/model serialization issues." + "reason": "Both are tokenizer bugs, but offset_mapping and special-token insertion are distinct behaviors." }, { - "left": "issue:43723", - "right": "issue:44442", - "accept": true, - "reason": "Same underlying bug class: AutoTokenizer.from_pretrained loading fails in v5, with 44442 looking like a specific tokenizer instance of the broader regression." + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Cache/offline loading failure and tokenizer decoder-type regression are separate issues." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "A precision error from missing rms_norm_eps is not the same as a wrong docstring for position_ids." + "reason": "Offline cache loading and quantized model saving are unrelated failure modes." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and incorrect pipeline-parallel output are different code-path problems." + "reason": "Pipeline-parallelism output corruption and a Qwen3_5 infinite loop on one image are different bugs." }, { - "left": "issue:43723", - "right": "issue:44779", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Tokenizer loading failure and changed tokenization output are related only broadly; they do not describe the same defect." + "reason": "The latter is a broad post-upgrade import-regression report, but the specific missing symbol issue is not clearly the same underlying bug." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:44464", + "right": "issue:46082", "accept": false, - "reason": "Import NameError in sentence-transformers and stale auto_mappings references are separate import/CI issues." + "reason": "Compiled-forward chunked generation inconsistency and a LlamaConfig validation error are unrelated." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Missing AutoImageProcessor export may be one example of broader import breakage, but the reports are not specific enough to treat as the same bug." + "reason": "From_pretrained handling of tokenizer mappings and kwargs passing to cached_file are different internal problems." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Quantized save failure and invalid GenerationConfig are unrelated." + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same concrete bug." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning are different model-configuration issues." + "reason": "An env CLI regression and a sentence-transformers import NameError are unrelated." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Model-type warning for sam3_video/sam3_tracker and missing fpn_position_embeddings are distinct SAM3 issues." + "reason": "TF32 settings guidance and a DSA indexer torch.split issue have no shared root cause." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:43550", + "right": "issue:46132", "accept": false, - "reason": "Different-tokenization regression and apply_chat_template batching crash are separate tokenizer/processor bugs." + "reason": "torch.compile/SDPA failure in Bamba and AttentionInterface.register behavior change are different attention bugs." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Empty multi-label classification results and mm_token_type_ids default handling are unrelated example/model issues." + "reason": "Both involve loading problems, but sentence-transformers loading hang and CLIP bus error are distinct symptoms." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding and assistant-message chat-template crashes are different processor bugs." + "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:44964", - "right": "issue:45278", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal and general import errors after upgrade are not the same defect." + "reason": "Registering position_ids as a buffer and tokenizer_config class mismatch are separate serialization bugs." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Tokenizer cache/offline loading and decoder-type mismatch are different failures." + "reason": "Both involve processor APIs, but kwargs propagation to cached_file and assistant-tool-call chat-template crashes are different code paths." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Tokenizer cache/offline loading and quantized save failure are unrelated." + "reason": "A precision/config bug and a docstring issue are not duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet: it characterizes the cluster as mostly unrelated v5 regressions and only elevates the 43723/44442 tokenizer-loading pair, which is a reasonable conservative duplicate call from the titles alone. The soft-edge rejections are also cautious and do not overclaim sameness across clearly different bug classes." - }, - "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 }, @@ -13059,14 +12931,14 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 42, - "review_unit_count": 51, + "review_unit_index": 41, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:22355", "issue:28218", @@ -13074,54 +12946,65 @@ "issue:30990", "issue:36296", "issue:39401", - "issue:42222", - "issue:42371", + "issue:41628", "issue:42757", - "issue:42831", "issue:42907", "issue:43066", "issue:43116", "issue:43122", "issue:43232", - "issue:43441", + "issue:43408", "issue:43452", - "issue:43611", + "issue:43475", + "issue:43723", + "issue:43756", "issue:43784", "issue:43824", - "issue:43874", "issue:43906", "issue:43937", - "issue:43976", "issue:43992", "issue:44038", - "issue:44075", + "issue:44060", "issue:44222", "issue:44295", "issue:44297", "issue:44351", - "issue:44355", "issue:44360", + "issue:44442", "issue:44485", "issue:44488", + "issue:44514", "issue:44521", "issue:44625", "issue:44704", "issue:44779", "issue:44829", - "issue:44936", + "issue:44945", + "issue:44964", + "issue:45200", "issue:45216", "issue:45245", - "issue:45357", + "issue:45278", "issue:45446", "issue:45478", - "issue:46002", - "issue:46231" + "issue:45600" ], "soft_pairs": [ + "issue:43723|issue:44442", + "issue:42907|issue:44945", + "issue:43723|issue:44779", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:43756|issue:44060", + "issue:43408|issue:43475", + "issue:43122|issue:44514", + "issue:43116|issue:45200", + "issue:42907|issue:44964", "issue:44625|issue:44829", "issue:44360|issue:44485", - "issue:43232|issue:45245", "issue:43122|issue:44521", + "issue:43232|issue:45245", "issue:44038|issue:44297", "issue:28218|issue:30990", "issue:43122|issue:44779", @@ -13131,246 +13014,242 @@ "issue:44038|issue:44222", "issue:39401|issue:44488", "issue:45216|issue:45478", - "issue:43824|issue:44351", "issue:39401|issue:44521", - "issue:43784|issue:45446", + "issue:43824|issue:44351", "issue:22355|issue:28218", - "issue:42757|issue:44351", + "issue:43784|issue:45446", "issue:22355|issue:29159", + "issue:42757|issue:44351", "issue:43122|issue:43906", "issue:43992|issue:44704", - "issue:43066|issue:44779", - "issue:44355|issue:46231", - "issue:43937|issue:44485", - "issue:43611|issue:46002", - "issue:42371|issue:43874", - "issue:42222|issue:43441", - "issue:43976|issue:45446", - "issue:44075|issue:44936", - "issue:42831|issue:44297", - "issue:45357|issue:45478", - "issue:44038|issue:45478" + "issue:43066|issue:44779" ], - "prepared_review_unit_hash": "19fd17166a948a63719b437709116577cb72f51606c2c2679581aa99d0299e8d", + "prepared_review_unit_hash": "694b3ea5798556437b4f8ab0d3d4aab7e2b4ead77fafadb30b18f6e6eddeef1e", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36691, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "soft_pair_count": 33, + "serialized_chars": 37141, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct bugs spanning tokenization regressions, model import/load failures, training issues, and documentation problems. I do not see any soft pair that clearly describes the same underlying fix.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43122 is the most broadly phrased and representative tokenizer regression here, centered on version-to-version behavior changes rather than a model-specific edge case.", + "summary": "This cluster is mostly a bag of unrelated transformer regressions, many in v5 and many around tokenizers/imports, but the listed pairs do not look like true duplicates under a strict same-bug standard.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43122 is the broadest and most representative tokenizer-regression report in the set, with a clear v4-to-v5 behavior change and enough generality to anchor the cluster better than the model-specific or import-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best standalone issue candidate because it is concrete, reproducible, and general enough to represent the tokenizer-regression theme without being overly model-specific.", + "best_issue_reason": "issue:43122 best captures the recurring tokenizer-behavior regression theme, but it should be treated as representative rather than a confirmed duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "Different models and different failure modes: config propagation for Qwen3.5 vs degenerate training with flash_attention_3." + "reason": "Both involve AutoTokenizer loading, but one is a broad v5 loading regression and the other is a specific FastSpeech2ConformerTokenizer failure; not enough evidence they are the same concrete bug." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Unrelated topics: DSA/ReLU discussion vs GLM-5 RoPE implementation." + "reason": "Different subsystems and symptoms: dequantized model saving versus incorrect output under pipeline parallelism." }, { - "left": "issue:43232", - "right": "issue:45245", + "left": "issue:43723", + "right": "issue:44779", "accept": false, - "reason": "Generation-state bug vs category cardinality RuntimeError; no shared code path." + "reason": "Both are tokenizer-related v5 regressions, but one is loading failure and the other is incorrect tokenization output for Deepseek; not the same bug." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Both involve token-related behavior, but one is a tokenizer regression and the other is multimodal assistant masks in chat templating." + "reason": "The second is a broad import-error report after upgrade; the first is a specific missing AutoImageProcessor import. Too general to merge as duplicates." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Qwen3-VL-Moe loading issue vs tokenizer save_pretrained class metadata mismatch; different bugs." + "reason": "Unrelated issues: saving dequantized models versus invalid GenerationConfig for GLM-5." }, { - "left": "issue:28218", - "right": "issue:30990", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer spacing bug vs Sentence Transformers loading hang; clearly unrelated." + "reason": "Both are import-related breakages, but they point to different missing symbols and different root causes." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they target different models and concrete symptoms; not enough to merge as one bug." + "reason": "Different model families and failure modes; no clear shared code-path bug." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Model loading failure vs position_ids buffer access error; different code paths." + "reason": "Both mention SAM 3, but one is a model-type/config warning and the other is a missing attribute at runtime; not the same underlying defect." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Dequantized Ministral/Devstral save failure vs gguf_file loading breakage; unrelated mechanisms." + "reason": "Tokenizer regression versus processor chat-template crash; different code paths and symptoms." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Tensor-parallel training bug vs example-script multi-label classification output bug; different subsystems." + "reason": "Multi-label classification example failure is unrelated to Gemma 4 multimodal token-type defaults." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Different issues around Qwen3-VL-Moe/FP8 save_pretrained; no evidence they are the same concrete defect." + "reason": "Different problems: dequantized save failure versus loading a multimodal model." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Qwen3 tokenizer offset mapping bug vs loading cjvt/sleng-bert failure; unrelated." + "reason": "Unrelated model/config propagation bug versus flash-attention training degradation." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Both touch Qwen3.5 and save/load flows, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading error; too different to treat as one bug." + "reason": "No shared bug; DSA indexer discussion is unrelated to GLM-5 RoPE behavior." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Different missing symbols from different modules; import errors are not the same bug." + "reason": "Both involve tokenization/templating, but one is a generic tokenizer regression and the other is multimodal assistant-mask generation; different defects." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:43232", + "right": "issue:45245", "accept": false, - "reason": "Tokenizer offset_mapping regression vs multimodal assistant mask failure; different concrete behavior." + "reason": "Generation kwargs handling and category-count limits are unrelated." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Sentence-transformers import NameError vs flex_attention version check; unrelated." + "reason": "Different issues: Qwen3-VL-Moe compatibility versus tokenizer_class metadata saved in tokenizer_config.json." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:28218", + "right": "issue:30990", "accept": false, - "reason": "onnx module import failure vs added-token spacing bug; unrelated." + "reason": "Tokenizer spacing bug and Sentence Transformers load hang are unrelated." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Missing huggingface_hub symbol vs missing transformers symbol; different packages and causes." + "reason": "Both are v5 tokenizer regressions, but they concern different models and failure modes; not safely mergeable as one bug." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "onnx import failure vs slow/fast tokenizer inconsistency; not the same bug." + "reason": "Same broad family, but one is a model-loading issue and the other is a position_ids buffer access error." }, { - "left": "issue:43122", - "right": "issue:43906", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Version-dependent tokenization differences vs reproduction of another tracked issue; no clear shared defect." + "reason": "Different affected APIs and different symptoms; no concrete same-bug evidence." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "UMT5 weight loading vs AutoProcessor kwargs forwarding; different APIs and failures." + "reason": "Tensor-parallel training bug is unrelated to the example-script multi-label classification issue." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is decoder-type metadata and the other is incorrect Deepseek tokenization results; not the same fix." + "reason": "Both touch Qwen3-VL-Moe, but save_pretrained FP8 behavior and general v5 loading errors are distinct code paths." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Compiled Python file errors vs documentation parameter-name mismatch; unrelated." + "reason": "Different models and defects: wrong offset mapping versus inability to load a specific model." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "GLM-5 generation config validity vs GLM-5 RoPE implementation; different concrete issues." + "reason": "Both concern Qwen3.5 and v5.4+, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading error for MoE; not the same concrete bug." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "base_model_prefix loading regression vs NaNs in classification heads; different failure modes." + "reason": "Qwen3 tokenizer offset mapping and multimodal assistant_mask generation are different code paths." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "TF32 settings guidance vs missing image-patch-count method; unrelated." + "reason": "Both are import errors, but for different symbols and different root causes." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "VitPose model breakage vs Ministral flash-attention failure; different models and code paths." + "reason": "No meaningful overlap: missing transformers.onnx module versus extra-space tokenization after added token." }, { - "left": "issue:43976", + "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility issue vs flex_attention import check; unrelated." + "reason": "Different import failures in different libraries/code paths; not duplicates." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Optimizer argument handling vs trainer.evaluate after train; different parts of training stack." + "reason": "Missing module import and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:42831", - "right": "issue:44297", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "FP8 accuracy issue vs tokenizer class metadata mismatch; unrelated." + "reason": "Different packages and missing names: huggingface_hub offline mode versus transformers HybridCache." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "The latter is a reproduction of a specific earlier issue; the former is a tokenizer regression across versions. Not the same artifact." + }, + { + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Qwen3.5 save_pretrained regression vs Qwen3.5 from_pretrained error; related model family but not the same concrete bug." + "reason": "Different APIs and bugs: UMT5Encoder weight loading versus AutoProcessor kwargs forwarding." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Different Qwen model variants and different load failures; not enough overlap for one PR." + "reason": "Both are tokenizer regressions in v5, but one is decoder-type metadata and the other is incorrect Deepseek tokenization; not enough to call them the same bug." } ] }, @@ -13385,65 +13264,75 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 43, - "review_unit_count": 51, + "review_unit_index": 42, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:22355", "issue:29127", "issue:33453", "issue:38617", "issue:39401", - "issue:41628", "issue:42175", "issue:42222", - "issue:42673", + "issue:42371", + "issue:42831", "issue:43064", "issue:43116", - "issue:43122", "issue:43381", - "issue:43421", + "issue:43441", "issue:43450", "issue:43493", + "issue:43611", "issue:43673", "issue:43825", "issue:43827", + "issue:43874", "issue:43937", + "issue:43976", "issue:43986", + "issue:44038", + "issue:44075", "issue:44117", - "issue:44291", + "issue:44297", + "issue:44355", "issue:44380", - "issue:44410", "issue:44466", + "issue:44485", "issue:44625", "issue:44779", - "issue:44829", + "issue:44936", "issue:44938", "issue:44945", "issue:44977", - "issue:45071", - "issue:45072", - "issue:45081", "issue:45083", - "issue:45216", "issue:45278", - "issue:45310", - "issue:45405", + "issue:45357", "issue:45446", + "issue:45478", "issue:45563", "issue:45588", "issue:45753", "issue:46002", "issue:46077", - "issue:46178", - "issue:46298" + "issue:46231" ], "soft_pairs": [ + "issue:44355|issue:46231", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:43976|issue:45446", + "issue:42831|issue:44297", + "issue:45357|issue:45478", + "issue:44038|issue:45478", "issue:43116|issue:43825", "issue:43493|issue:45753", "issue:45083|issue:45446", @@ -13451,231 +13340,221 @@ "issue:43937|issue:45563", "issue:22355|issue:29127", "issue:33453|issue:39401", - "issue:38617|issue:45278", "issue:44625|issue:46002", + "issue:38617|issue:45278", "issue:39401|issue:44779", "issue:44380|issue:46077", - "issue:44117|issue:45588", "issue:42175|issue:44938", + "issue:44117|issue:45588", "issue:43064|issue:43673", - "issue:43827|issue:45446", "issue:43381|issue:44945", + "issue:43827|issue:45446", "issue:43450|issue:43986", "issue:43937|issue:44977", - "issue:44466|issue:46002", - "issue:45405|issue:45446", - "issue:44117|issue:45081", - "issue:42673|issue:45072", - "issue:43122|issue:46298", - "issue:44410|issue:45310", - "issue:44291|issue:45071", - "issue:44829|issue:45216", - "issue:39401|issue:43421", - "issue:38617|issue:41628", - "issue:42222|issue:46178" + "issue:44466|issue:46002" ], - "prepared_review_unit_hash": "4e24711b2060327a5908a53bd251084c915780c0462d27ae1a0b8cd9d571ff59", + "prepared_review_unit_hash": "328be6552c0bc8b7cbe68e2f604e96de12ec9eab6b5a05a4157d1007bf41bf31", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36360, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "serialized_chars": 36047, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 }, "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 feature bugs; the soft pairs share broad topical similarity but not the same underlying defect. I would not merge any of the candidate pairs.", + "summary": "This cluster is highly heterogeneous: import-path breakages, tokenizer regressions, model-specific failures, training/eval bugs, docs issues, and config problems. There is no single underlying bug or change that ties these issues together, so it should not be collapsed into one duplicate set.", "confidence": 0.95, - "canonical_issue_reason": "If an issue must anchor the cluster, issue 45278 is the broadest umbrella: it covers multiple import breakages after upgrading to v5.5.0 and is the closest to a generic regression representative among the items.", + "canonical_issue_reason": "No single canonical issue fits this cluster; the reports span unrelated subsystems and failure modes. If a representative is needed, issue 45278 is the broadest umbrella report, but it still does not cover the rest.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best representative issue only because it is the widest-scoped and most cluster-like report; the rest are too specific or unrelated to serve as a better canonical duplicate target.", + "best_issue_reason": "Issue 45278 is the most umbrella-like report among the set, but it is still too generic to serve as a true canonical for these unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:44355", + "right": "issue:46231", "accept": false, - "reason": "Different bugs: multi-label classification example returns empty results, while the other is a pipeline() v5 translation-task error message issue." + "reason": "Compiled-Python import/runtime errors are unrelated to the set_training() doc parameter mismatch." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Both mention Qwen3.5, but one is a SigLIP2 implementation discrepancy and the other is an image-specific infinite loop; not the same defect." + "reason": "GenerationConfig validation failure and GLM-5 RoPE design/discussion are different problems." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Different code paths: qwen3_omni_moe feature-extract length helper vs flex_attention aux-request version check." + "reason": "base_model_prefix loading regression is unrelated to NaNs in classification heads after checkout/init." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Unrelated model areas and symptoms: example-script classification output vs SigLIP2 implementation mismatch." + "reason": "TF32 behavior warnings are unrelated to a missing image-processor method causing multimodal token errors." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "GenerationConfig validation failure is not the same as a stale warning emitted by paged generate()." + "reason": "Broken ViTPose model files and Ministral FlashAttention failure are different model-specific issues." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Import error for transformers.onnx versus a LayoutLMv3 error-message clarity issue; different functionality entirely." + "reason": "Unused SGD args in optimizer setup is unrelated to trainer.evaluate() failing after trainer.train()." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer loading regression is broad and version-related, but the other is a Qwen3 offset_mapping bug; not the same bug." + "reason": "Python version compatibility in 5.1.0 is unrelated to the AuxRequest version-check bug in flex_attention." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:42831", + "right": "issue:44297", "accept": false, - "reason": "Both are import-related regressions, but one is a specific missing symbol and the other is a broad multi-import failure report; not the same concrete fix." + "reason": "FineGrainedFP8 accuracy issues and tokenizer save_pretrained metadata mismatch are unrelated." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug is unrelated to NaNs in classification heads after checkout/init." + "reason": "Qwen3.5 visual encoder key serialization and Qwen3.5 Moe from_pretrained loading are distinct bugs." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Both affect tokenization, but one is offset_mapping in Qwen3 and the other is incorrect Deepseek tokenization; different model-specific issues." + "reason": "Qwen3-VL-Moe generation bug and Qwen3.5 Moe from_pretrained error are different code paths." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is distinct from Gemma4 building causal masks when bidirectional attention is requested." + "reason": "Multi-label classification script behavior and pipeline() translation-task messaging are unrelated." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to flash_attention.py crashing on s_aux=None for sink-less models." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop behavior are different model regressions." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "TF not included in pip install '.[torch]' is a packaging/backend issue, not a Python 3.14 import failure." + "reason": "qwen3_omni_moe feature-length helper behavior is unrelated to the flex_attention AuxRequest import check." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Wrong optimizer states on nonzero ranks in training is unrelated to missing GenerationMixin cache during chunked prefill." + "reason": "Example-script classification output and SigLIP2 JAX-vs-HF discrepancy are unrelated." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Documentation still referencing pipeline() is not the same as the incorrect PyTorch version check for AuxRequest import." + "reason": "Invalid GenerationConfig and stale paged-generate warning for num_return_sequences are different issues." }, { - "left": "issue:43381", - "right": "issue:44945", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Gradient checkpointing in eval mode and incorrect LLM output under pipeline parallelism are different runtime behaviors and code paths." + "reason": "Missing transformers.onnx module import and LayoutLMv3 error-message clarity are unrelated." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Video processor batch shape bug is unrelated to AutoProcessor crash when torchvision is missing." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are separate tokenizer issues with different symptoms." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Both involve generation/Qwen3.5, but one is invalid GenerationConfig and the other is flash-attention generation failure; different root causes." + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are not the same underlying bug." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "lm_head.weight serialization inconsistency is unrelated to NaNs in classification heads upon checkout/init." + "reason": "Missing layer_type_validation import and broad import errors after upgrade are related only at a very high level, not the same concrete bug." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Released-version pinning problem for PEFT is unrelated to the AuxRequest PyTorch version check." + "reason": "Qwen3 offset_mapping errors and Deepseek tokenizer incorrect results are different tokenizer regressions." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Tokenizer mapping None handling does not match the Mistral regex patch crash on missing backend_tokenizer." + "reason": "GPT2 attention scaling with SDPA/FlashAttention and Gemma4 bidirectional mask construction are unrelated attention bugs." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to CI dtype mismatches for SwitchTransformers/TimmWrapperModel." + "reason": "Missing TensorFlow backend in pip extra and Python 3.14 load failure are different packaging/runtime problems." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer behavior changed across versions is unrelated to a noisy logging message." + "reason": "Tokenizer mapping None handling and flash_attention s_aux=None crash are unrelated code paths." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Missing attn_qkv/attn_gate projections in qwen3next layer 0 is unrelated to Qwen3.5 Moe from_pretrained loading error." + "reason": "FSDP2/PEFT optimizer-state mismatch and GenerationMixin cache missing during chunked_prefill are different training vs generation bugs." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43381", + "right": "issue:44945", "accept": false, - "reason": "init_empty_weights TypeError from unexpected _is_hf_initialized argument is unrelated to PretrainedConfig type-checking breakage." + "reason": "Gradient checkpointing eval-mode limitation and pipeline parallelism output corruption are unrelated execution-mode issues." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "FlashAttention_3 degenerate training is not the same as Qwen3.5 save_pretrained producing incorrect checkpoints." + "reason": "Docs still referencing pipeline() and flex_attention AuxRequest version check are not the same bug." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug is unrelated to TokenizersBackend not updating post-processors when special tokens change." + "reason": "Batched video processor shape bug and AutoProcessor crash without torchvision are different video-processing problems." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols/modules and different fixes." + "reason": "GenerationConfig validation and Qwen3.5 flash-attention generation failure are unrelated." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Broken vitpose models are unrelated to the backend mapping error for tensorflow_text." + "reason": "lm_head.weight serialization inconsistency and NaNs in classification heads are different model-state issues." } ] }, @@ -13690,43 +13569,38 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 44, - "review_unit_count": 51, + "review_unit_index": 43, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:38617", + "issue:39401", "issue:41628", "issue:42175", "issue:42222", "issue:42371", "issue:42673", - "issue:42831", "issue:43012", "issue:43066", "issue:43097", "issue:43122", - "issue:43335", "issue:43408", - "issue:43441", - "issue:43452", + "issue:43421", "issue:43577", "issue:43742", "issue:43874", - "issue:43906", - "issue:43931", "issue:43937", - "issue:44038", "issue:44075", "issue:44117", "issue:44220", "issue:44261", "issue:44263", - "issue:44360", + "issue:44291", "issue:44410", "issue:44483", "issue:44484", @@ -13737,264 +13611,262 @@ "issue:44877", "issue:44964", "issue:44977", - "issue:44987", "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", "issue:45278", "issue:45310", + "issue:45405", + "issue:45446", "issue:45464", "issue:45478", "issue:45542", "issue:45656", - "issue:46172", - "issue:46231" + "issue:46178", + "issue:46231", + "issue:46298" ], "soft_pairs": [ + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:43122|issue:46298", + "issue:42673|issue:45072", + "issue:44410|issue:45310", + "issue:44291|issue:45071", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:42222|issue:46178", + "issue:38617|issue:41628", "issue:43408|issue:43742", "issue:44877|issue:46231", "issue:44484|issue:45310", "issue:43937|issue:44496", "issue:43066|issue:43122", - "issue:44964|issue:45278", "issue:44483|issue:45464", + "issue:44964|issue:45278", "issue:44075|issue:45656", "issue:42371|issue:44261", "issue:42222|issue:45542", "issue:43012|issue:43577", "issue:44410|issue:45478", - "issue:42175|issue:42222", "issue:38617|issue:44220", + "issue:42175|issue:42222", "issue:43097|issue:44493", "issue:43874|issue:44261", "issue:41628|issue:45071", "issue:44263|issue:44485", "issue:45071|issue:45542", - "issue:42673|issue:44977", - "issue:42673|issue:43906", - "issue:44263|issue:46172", - "issue:43012|issue:43408", - "issue:44360|issue:46172", - "issue:44484|issue:45478", - "issue:43441|issue:44829", - "issue:42371|issue:42831", - "issue:43931|issue:44038", - "issue:43335|issue:45071", - "issue:43097|issue:43452", - "issue:44117|issue:44987" + "issue:42673|issue:44977" ], - "prepared_review_unit_hash": "1e2c806f15b481354ffe1ab89caacc6c2ee8ef5233d9f9411c33f83670ef051d", + "prepared_review_unit_hash": "114c6ab7eff91703b45fa5e2eddebd2e2d393961f53d8b4c63db77aa24e335d3", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36646, - "estimated_input_tokens": 9162, - "estimated_eval_tokens": 18580 + "soft_pair_count": 30, + "serialized_chars": 36590, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes like imports, model loading, tokenization, or numeric precision, but not the same concrete bug or code path. I would not merge any of the suggested pairs as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue truly fits this set; the items span distinct regressions. If forced to pick the broadest umbrella, issue 45278 is the closest because it covers many import failures after upgrading, but it still does not subsume the rest.", + "summary": "The cluster is mostly a loose collection of transformer regressions and model-specific bugs rather than true duplicates. I did not find any soft pair that clearly describes the same underlying bug/change.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45071 is the most central, broadly scoped regression in the set: a v5.4.0 PreTrainedConfig/type-checking break that can affect multiple load paths, making it the best anchor among mostly model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best representative only in a very loose sense because its title is broad enough to describe a class of upgrade-related import breakages. It is not a true duplicate hub for the cluster.", + "best_issue_reason": "issue:45071 has the clearest cross-cutting technical impact and is more representative than the many narrow model-specific or documentation-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Different failure modes: one is a packaging/version floor bump for PEFT, the other is a PyTorch version check bug in flex_attention import logic." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer internals, but one is TOKENIZER_MAPPING_NAMES returning None while the other is a Mistral regex patch crash on a Tokenizer object; different code paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Version-dependent tokenization regression vs a noisy logging message; no shared bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated problems: VRAM leak in Qwen3ForCausalLM versus dtype mismatch in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen-family issues, but one is missing projections in qwen3next and the other is a Qwen3.5 MoE from_pretrained load error; not the same defect." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5/loading regressions, but one is an init_empty_weights argument mismatch and the other is PretrainedConfig type checking; different call sites and fixes." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are separate behaviors." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset mapping in Qwen3 tokenizer is unrelated to runtime special-token/post-processor update behavior." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/model failures: vitpose model breakage versus tensorflow_text not being registered in BACKENDS_MAPPING." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols from different modules and likely distinct regressions." + }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Different model-loading problems: SAM3 type mismatch warning vs MobileLLM key error." + "reason": "Model-type warning for sam3_video/sam3_tracker is unrelated to a KeyError loading MobileLLM-125M." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "One is a config-loading strictness bug; the other is a docs parameter-name mismatch." + "reason": "Strict config loading failure is not the same as a documentation typo in set_training." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "Unrelated: shard-size behavior in save_pretrained vs Qwen3.5 MoE from_pretrained failure." + "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Different layers of failure: GenerationConfig validation vs unrecognized model/config loading." + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized-model config.json errors are different load-time failures." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both tokenizer-related, but one is decoder-type metadata and the other is changed tokenization output; too weak to treat as the same bug." + "reason": "Tokenizer decoder-type mismatch and differing tokenization output across versions are related only broadly; the concrete bug and fix path are not the same." }, { - "left": "issue:44964", - "right": "issue:45278", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Specific Phi-4 multimodal load failure vs a broad report of many import errors after upgrade." + "reason": "Both mention chat/completions, but one is a request acceptance issue in v5.3 and the other is streaming inference failure on Qwen3.5-0.8B." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "Different API paths and symptoms: general chat/completions rejection vs streaming inference failure on Qwen3.5-0.8B." + "reason": "A specific Phi-4 multimodal load problem is not the same as generalized import errors after upgrading 4.57.0 to 5.5.0." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Separate optimizer bugs: SGD args ignored vs optimizer.step being called twice with deepspeed." + "reason": "SGD argument handling and double optimizer.step() under deepspeed are distinct optimizer bugs." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API warning and MLA RMS-ep precision issue are different numeric/config regressions." + "reason": "TF32 API guidance and MLA q_a_layernorm rms_norm_eps precision issues do not share a concrete code path." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose model breakage is unrelated to the missing-TensorFlow backend error." + "reason": "Model breakage in vitpose is unrelated to backend detection when TensorFlow is absent but tensorboard is installed." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both involve dtype/precision, but one is a compile warning and the other is incorrect dtype propagation when loading Blip2." + "reason": "A PyTorch compile warning on bfloat16 models and dtype fields staying float32 when loading Blip2 are different precision issues." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model bugs: missing projections in qwen3next vs a Qwen3.5 MoE load error." + "reason": "Different Qwen3-related bugs: missing projections in qwen3next versus Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "TensorFlow extra-install issue and broken VitPose models are unrelated." + "reason": "ImportError for layer_type_validation and a feature extraction bug in _torch_extract_fbank_features() are unrelated." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to the fbank feature-extraction issue." + "reason": "Backend installation metadata and vitpose model breakage are different problems." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "A removed config field and unexpected position-id keys are different migration regressions." + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are both version-regression flavored, but the concrete breakage differs." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-processor method vs MLA layernorm epsilon precision error are different subsystems." + "reason": "Missing get_number_of_image_patches in Glm46VImageProcessorFast and missing rms_norm_eps in MLA q_a_layernorm are unrelated multimodal/model issues." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are separate API regressions." + "reason": "An AutoImageProcessor import failure is not the same as a PreTrainedConfig type-checking regression." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior and GLM-5 RoPE implementation are distinct internal bugs." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PretrainedConfig type checking and undefined tf backend errors do not share a concrete code path." + "reason": "PretrainedConfig type-checking regression and TensorFlow backend detection are separate subsystems." }, { "left": "issue:42673", "right": "issue:44977", "accept": false, - "reason": "VRAM leak in dataloader threads vs Qwen3.5 flash-attention generation failure are different runtime bugs." - }, - { - "left": "issue:42673", - "right": "issue:43906", - "accept": false, - "reason": "43906 is a reproduction of another issue, but it is not the same as a Qwen3ForCausalLM VRAM leak." - }, - { - "left": "issue:44263", - "right": "issue:46172", - "accept": false, - "reason": "Different model internals: torch.split return handling vs a comb.to(dtype).transpose bug." - }, - { - "left": "issue:43012", - "right": "issue:43408", - "accept": false, - "reason": "A bfloat16 compile warning is unrelated to the sam3_video/sam3_tracker type warning." - }, - { - "left": "issue:44360", - "right": "issue:46172", - "accept": false, - "reason": "DSA indexer missing ReLU and deepseek-v4 dtype/transpose are unrelated changes." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "save_pretrained shard-size behavior and Qwen3.5 MoE loading error are not the same bug." - }, - { - "left": "issue:43441", - "right": "issue:44829", - "accept": false, - "reason": "Both mention flash attention, but one is a Ministral-3 failure and the other is degenerate training in sequence classification; not the same code path." - }, - { - "left": "issue:42371", - "right": "issue:42831", - "accept": false, - "reason": "TF32 configuration warning and FineGrainedFP8 accuracy regression are different precision issues." - }, - { - "left": "issue:43931", - "right": "issue:44038", - "accept": false, - "reason": "Different Qwen3-VL model failures with different symptoms and likely different root causes." - }, - { - "left": "issue:43335", - "right": "issue:45071", - "accept": false, - "reason": "SwitchTransformers sparse-layer construction and PretrainedConfig type checking are unrelated." - }, - { - "left": "issue:43097", - "right": "issue:43452", - "accept": false, - "reason": "Removed tie_embeddings behavior and gguf_file loading breakage are separate regressions." - }, - { - "left": "issue:44117", - "right": "issue:44987", - "accept": false, - "reason": "Tokenizer mapping returning None and a model-loading failure for physical-intelligence/fast are different issues." + "reason": "Qwen3ForCausalLM VRAM leak and Qwen3.5 flash-attention generation failure are different bugs in different execution paths." } ] }, @@ -14009,27 +13881,29 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 45, - "review_unit_count": 51, + "review_unit_index": 44, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:38617", - "issue:42617", + "issue:42371", "issue:42673", "issue:42757", + "issue:42831", "issue:42890", + "issue:43012", "issue:43064", - "issue:43066", "issue:43097", - "issue:43208", + "issue:43335", "issue:43408", + "issue:43441", + "issue:43452", "issue:43502", - "issue:43550", "issue:43873", "issue:43874", "issue:43906", @@ -14040,26 +13914,23 @@ "issue:44038", "issue:44062", "issue:44117", - "issue:44261", "issue:44263", "issue:44315", "issue:44351", + "issue:44360", "issue:44368", "issue:44410", "issue:44484", - "issue:44485", - "issue:44704", + "issue:44829", "issue:44933", "issue:44945", - "issue:44964", - "issue:45103", + "issue:44987", + "issue:45071", "issue:45200", - "issue:45290", "issue:45341", - "issue:45372", "issue:45375", "issue:45440", - "issue:45561", + "issue:45478", "issue:45588", "issue:45859", "issue:46050", @@ -14068,8 +13939,19 @@ "issue:46298" ], "soft_pairs": [ - "issue:44933|issue:46231", + "issue:42673|issue:43906", + "issue:44263|issue:46172", + "issue:43012|issue:43408", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", "issue:43874|issue:44263", + "issue:44933|issue:46231", + "issue:44117|issue:44987", "issue:43408|issue:44368", "issue:43976|issue:44945", "issue:43986|issue:44484", @@ -14085,249 +13967,224 @@ "issue:44038|issue:44410", "issue:43931|issue:44410", "issue:43502|issue:43992", - "issue:38617|issue:44351", "issue:45341|issue:45859", "issue:43097|issue:43873", - "issue:44261|issue:44485", - "issue:44964|issue:45341", - "issue:44704|issue:45103", - "issue:43986|issue:44117", - "issue:42617|issue:45341", - "issue:43066|issue:43906", - "issue:43986|issue:45372", - "issue:43986|issue:45290", - "issue:45341|issue:45588", - "issue:43208|issue:43550", - "issue:45341|issue:45561", - "issue:43986|issue:45341", - "issue:43992|issue:44484" + "issue:38617|issue:44351" ], - "prepared_review_unit_hash": "1494d8f79a16cc1d33762fe8575d9b130fa55154b7f9a9d3cce5b50f643195c9", + "prepared_review_unit_hash": "a45f8c669aa12fc792c5943c03dd5efa33f9e031cc19ff21b366364620399288", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37524, - "estimated_input_tokens": 9381, - "estimated_eval_tokens": 19018 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36305, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate pairs look like the same underlying bug/change. The soft matches are mostly superficial title-level similarity across different subsystems, error types, or unrelated docs/test issues. Best representative issue is the broad open quantization/offloading bug.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43873 is the broadest, currently open, user-impacting runtime bug in the set, with multiple references and a clear actionable failure mode.", + "summary": "The batch is highly heterogeneous: import/API regressions, model-specific loading bugs, warnings, config quirks, and docs/test issues. I don\u2019t see any convincing duplicate pairs; all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate cluster exists here. If forced to pick an anchor, issue 43097 is the best representative because it has inbound references and describes a concrete, broadly impactful v5 regression with downstream discussion.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best standalone issue to keep as the representative: it is open, broadly scoped, and tied to concrete behavior rather than a narrow import/warning/docs problem.", + "best_issue_reason": "Issue 43097 is the strongest single issue to anchor this set: it is discussion-backed, has inbound references, and is a concrete regression rather than a narrow model-only or test-only problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44933", - "right": "issue:46231", - "accept": false, - "reason": "Nonexistent import error vs documentation parameter-name mismatch; unrelated problems." - }, - { - "left": "issue:43874", - "right": "issue:44263", - "accept": false, - "reason": "Different GLM failures in different paths: image patch counting vs torch.split return handling." - }, - { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "SAM model-type warning vs tie_word_embeddings warning; different models and causes." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM vs an isolated reproduction of another issue; no shared code-path or symptom match." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "Python compatibility/install issue vs incorrect pipeline-parallel output; unrelated failure modes." + "reason": "A torch.split/indexer bug and a DeepSeek-V4 transpose/cast bug are unrelated model internals." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43012", + "right": "issue:43408", "accept": false, - "reason": "Missing torchvision crash in AutoProcessor vs save_pretrained shard-size question; no shared bug." + "reason": "Both mention warnings, but one is a bfloat16/PyTorch precision warning and the other is a model-type mismatch warning." }, { - "left": "issue:45440", + "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek model bugs in separate code paths and model versions." + "reason": "DSA indexer ReLU discussion is unrelated to DeepSeek-V4 tensor transpose/casting." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Removed config field vs quantization serialization/deserialization breakage; not the same bug." + "reason": "Save_pretrained shard-size policy question vs Qwen3.5-Moe from_pretrained error; different behavior and code paths." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Removed config field warning vs flash-attention sink-less crash; unrelated behavior." + "reason": "Both involve flash attention, but one is an inference failure on Ministral-3 and the other is degenerate training with flash_attention_3." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "FSDP/PEFT optimizer state corruption vs Liger-kernel application with model_init; different training issues." + "reason": "TF32 configuration guidance and FineGrainedFP8 accuracy regression are distinct issues." }, { - "left": "issue:42673", - "right": "issue:45200", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "VRAM leak in threaded dataloaders vs missing multimodal token IDs default; distinct bugs." + "reason": "Different Qwen3-VL failures with different model families and failure modes; not the same bug." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "Two different missing imports from different modules and dependency layers." + "reason": "Sparse-layer config bug vs PretrainedConfig type-checking breakage; unrelated regressions." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "AddedToken keyword collision vs tokenizer mapping None-handling; separate tokenizer bugs." + "reason": "Embedding-tie config removal is unrelated to gguf_file loading failures in tokenizer/model from_pretrained." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Missing Qwen projections vs missing config field silently dropped; different model/config issues." + "reason": "Missing image-patch helper in GLM46V is unrelated to a torch.split return-value issue in GlmMoeDsaIndexer." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:44933", + "right": "issue:46231", "accept": false, - "reason": "Seed-related flaky test failure vs noisy logging message; not the same underlying problem." + "reason": "Missing import from image_utils and a documentation parameter-name mismatch are different classes of issues." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Qwen3-VL-Moe issue vs qwen3next missing projections; different models and code paths." + "reason": "Tokenizer mapping None-handling and a model loading failure for physical-intelligence/fast are not the same underlying defect." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "Model weight-shape mismatch on load vs missing projections in qwen3next; unrelated." + "reason": "Model-type warning for sam3_video/sam3_tracker vs a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "local_files_only network leakage vs missing embed_tokens weight on load; different loading bugs." + "reason": "Python version compatibility breakage and incorrect pipeline-parallel outputs are unrelated." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Missing import of layer_type_validation vs missing HybridCache import; only superficially similar." + "reason": "AutoProcessor crash without torchvision and shard-size policy in save_pretrained do not share a concrete bug path." }, { - "left": "issue:45341", - "right": "issue:45859", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Testing utility bug vs CPU-offload incompatibility in rotary embedding; unrelated." + "reason": "Both mention DeepSeek-family models, but one is a divergence from remote implementation and the other is a tensor operation bug." }, { "left": "issue:43097", - "right": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Removed tie_embeddings config issue vs quantization offloading failure; different affected paths." + "reason": "Config removal warning and quantized-model save/load corruption are separate problems." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "RMS norm epsilon precision discussion vs GLM RoPE implementation; different math/config topics." + "reason": "Tie-embeddings deprecation/removal is unrelated to flash_attention.py crashing on s_aux=None." }, { - "left": "issue:44964", - "right": "issue:45341", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Model loading regression vs testing_utils bug; no shared code-path problem." + "reason": "Wrong optimizer state under FSDP2/PEFT/cpu_ram_efficient_loading is unrelated to Liger Kernel not being applied with model_init." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:42673", + "right": "issue:45200", "accept": false, - "reason": "cached_file kwargs forwarding bug vs auto-docstring annotation parsing crash; unrelated." + "reason": "VRAM leak in threaded Qwen3ForCausalLM is unrelated to mm_token_type_ids defaults for Gemma 4 fine-tuning." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Processor loading without torchvision vs tokenizer mapping None handling; distinct subsystems." + "reason": "Different missing imports from different modules and APIs; not the same import regression." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "3d_parallel execution failure vs testing utility bug; unrelated." + "reason": "AddedToken special-argument conflict and tokenizer mapping None handling are different tokenizer-loading failures." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Wrong tokenizer decoder type vs isolated reproduction of another issue; not the same concrete bug." + "reason": "Missing attention projections in qwen3next and a dropped config field in Qwen3_5MoeVisionConfig are different defects." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Missing torchvision dependency crash vs mistral_common ReasoningEffort import break; different import failures." + "reason": "A flaky test due to missing set_seed and a noisy logging message are unrelated." }, { - "left": "issue:43986", - "right": "issue:45290", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Processor loading crash vs chat-template tokenization crash; different code paths." + "reason": "Qwen3-VL-Moe loading bug and qwen3next missing projections are different model issues with different failure modes." }, { - "left": "issue:45341", - "right": "issue:45588", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Testing utility bug vs flash-attention sink-less crash; no overlap beyond being bugs." + "reason": "Weight-shape mismatch during Qwen3-VL-30B load is not the same as missing layer projections in qwen3next." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "xLSTM training blockers vs Bamba torch.compile/SDPA failure; different models and causes." + "reason": "local_files_only network leakage and missing embed_tokens.weight in UMT5Encoder are unrelated loading bugs." }, { "left": "issue:45341", - "right": "issue:45561", + "right": "issue:45859", "accept": false, - "reason": "Both mention testing utilities, but one is a minor bug and the other is an xdist race; not the same failure." + "reason": "A testing_utils bug and a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are unrelated." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Processor loading crash vs testing utility bug; unrelated." + "reason": "Embedding-tie removal and quantization/offloading behavior are not the same issue." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Missing encoder weights on load vs max_shard_size documentation/behavior question; unrelated." + "reason": "Both are import errors, but from different symbols and different modules; no shared root cause is evident." } ] }, @@ -14342,69 +14199,81 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 46, - "review_unit_count": 51, + "review_unit_index": 45, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ - "issue:36683", "issue:38617", "issue:42490", + "issue:42617", "issue:42757", "issue:42907", - "issue:42994", "issue:43012", - "issue:43064", "issue:43066", "issue:43097", "issue:43208", - "issue:43299", - "issue:43475", "issue:43502", "issue:43526", "issue:43550", - "issue:43618", - "issue:43673", - "issue:43761", "issue:43792", "issue:43824", "issue:43825", - "issue:43867", - "issue:43901", - "issue:44038", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44117", "issue:44162", "issue:44222", - "issue:44230", + "issue:44261", "issue:44368", - "issue:44380", "issue:44483", + "issue:44484", + "issue:44485", "issue:44514", "issue:44655", "issue:44683", + "issue:44704", "issue:44938", - "issue:45276", + "issue:44964", + "issue:45103", "issue:45290", + "issue:45341", + "issue:45372", "issue:45478", + "issue:45561", + "issue:45588", "issue:45600", "issue:45698", "issue:45712", "issue:45753", - "issue:46077", "issue:46123", "issue:46172", "issue:46178", - "issue:46209", "issue:46298" ], "soft_pairs": [ + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:42617|issue:45341", + "issue:43066|issue:43906", + "issue:43986|issue:45372", + "issue:43986|issue:45290", + "issue:45341|issue:45588", + "issue:45341|issue:45561", + "issue:43208|issue:43550", + "issue:43986|issue:45341", + "issue:43992|issue:44484", "issue:43012|issue:43550", "issue:43825|issue:44655", - "issue:43012|issue:44368", "issue:45712|issue:46298", + "issue:43012|issue:44368", "issue:42907|issue:44655", "issue:42907|issue:45753", "issue:43097|issue:46298", @@ -14412,234 +14281,235 @@ "issue:43792|issue:46123", "issue:44938|issue:46178", "issue:44483|issue:44514", - "issue:43208|issue:43526", "issue:44222|issue:45478", + "issue:43208|issue:43526", "issue:43012|issue:44683", "issue:42490|issue:43012", "issue:42757|issue:43824", "issue:45600|issue:46298", "issue:38617|issue:43502", - "issue:45698|issue:46172", - "issue:44038|issue:44230", - "issue:43673|issue:46123", - "issue:44483|issue:45290", - "issue:43064|issue:44380", - "issue:43618|issue:43761", - "issue:43299|issue:43867", - "issue:43066|issue:46209", - "issue:36683|issue:43475", - "issue:45276|issue:46077", - "issue:42994|issue:44655", - "issue:43901|issue:44655" + "issue:45698|issue:46172" ], - "prepared_review_unit_hash": "84a7b1646435ef549dc13a0496da8ef5ce58ae7170e80d4d836d2630b00cca52", + "prepared_review_unit_hash": "ed664e5d83d9d457a09518e7b7030ba3f1930ab27cbabb625d54ff0abfca455e", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36321, - "estimated_input_tokens": 9081, - "estimated_eval_tokens": 18418 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36475, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The pairs are mostly superficial title-similarity matches, not the same underlying bug or change. I found no safe duplicate merges among them.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated regressions, import errors, model-specific bugs, and docs/UX issues, so there is no safe duplicate anchor.", + "summary": "These issues are mostly loosely related Transformers bugs, not true duplicates. The only small coherent subcluster is around processor/model loading import failures, but even there the underlying causes differ; no PRs are present.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43986 is the most representative concrete bug in the loading/import-failure subset and has the strongest overlap with other soft-similarity candidates.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the set, issue:45698 has the strongest activity signal, but it still does not unify the cluster and is not a true canonical duplicate.", + "best_issue_reason": "issue:43986 is the best triage target because it describes a specific failure mode, a clear affected code path, and sits near several related processor-loading reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Compile warning vs a torch.compile+SDPA failure; different code paths and symptoms." + "reason": "Different model-specific bugs: MLA q_a_layernorm precision/config handling vs GLM-5 RoPE implementation." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:44964", + "right": "issue:45341", "accept": false, - "reason": "Pipeline task-message wording issue vs pipeline serialization failure; unrelated bugs." + "reason": "Unrelated areas: model loading for Phi-4 multimodal vs a testing_utils bug." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Both mention warnings, but one is a bfloat16 compile warning and the other is a Qwen fine-tuning config warning." + "reason": "Different layers entirely: AutoProcessor kwargs plumbing vs auto_docstring annotation handling." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Left is leftover dummy-class cleanup; right is noisy logging. Not the same bug." + "reason": "Both involve loading, but one is a missing torchvision dependency during video-model loading and the other is tokenizer mapping assumptions." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Quantized/dequantized model save failure vs Pipeline.save_pretrained failure; different objects and paths." + "reason": "3d_parallel.py training/runtime failure is unrelated to the testing_utils issue." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Save/export bug vs an inference infinite-loop bug; no shared underlying defect." + "reason": "Tokenizer decoder/type mismatch and isolated reproduction of a different issue are not the same concrete bug." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Removed API compatibility issue vs generic logging noise; unrelated." + "reason": "Both are processor-loading errors, but they stem from different missing symbols/dependencies and different model families." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:43986", + "right": "issue:45290", "accept": false, - "reason": "ESM2 breakage vs a DeepSeek tensor operation bug; different models and failures." + "reason": "Processor loading without torchvision is a different failure path from chat templating with tool-call messages." }, { - "left": "issue:43792", - "right": "issue:46123", + "left": "issue:45341", + "right": "issue:45588", "accept": false, - "reason": "Whisper load failure vs partial-batch dropping in MaskGenerationPipeline; different code paths." + "reason": "Testing utility bug vs flash-attention crash are unrelated code paths." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Python 3.14 import/load issue vs backend-mapping validation error; unrelated." + "reason": "Both touch testing utilities, but one is a simple bug and the other is an xdist race on captured_info.txt." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Server /v1/chat/completions rejection vs Qwen2.5-VL chat-template batching crash; different failures." + "reason": "Distinct model/backend failures: xLSTM training blockers vs Bamba torch.compile SDPA failure." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction; no shared concrete defect." + "reason": "Processor loading/import failure and testing_utils bug are unrelated." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained problem vs Qwen3.5-MoE from_pretrained load error; both MoE-related but distinct." + "reason": "Missing embed_tokens.weight during UMT5Encoder load is unrelated to max_shard_size default behavior." }, { "left": "issue:43012", - "right": "issue:44683", + "right": "issue:43550", "accept": false, - "reason": "PyTorch warning during compile vs flex_attention compile failure; not the same bug." + "reason": "One is a PyTorch warning on bfloat16 compilation; the other is a model-specific compile failure with SDPA." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Local-path trailing-slash import warning vs bfloat16 compile warning; unrelated." + "reason": "Pipeline translation support messaging and pipeline save_pretrained are different bugs." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "huggingface_hub import error vs transformers model import error; different missing symbols." + "reason": "Left is leftover dummy classes leaking into imports; right is a noisy logging message." }, { - "left": "issue:45600", - "right": "issue:46298", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Broken auto_mappings CI references vs generic logging noise; not the same underlying issue." + "reason": "Both mention warnings, but the model/compiler conditions and root causes differ." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Missing import from configuration_utils vs unintended network access with local_files_only=True; unrelated." + "reason": "Dequantized model save failure is not the same as pipeline save_pretrained failure." }, { - "left": "issue:45698", - "right": "issue:46172", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Custom module reload/save mismatch vs DeepSeek tensor op failure; different subsystems." + "reason": "Saving dequantized models and a Qwen3.5 infinite-loop repro are unrelated." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "Qwen3-VL-Moe loading regression vs FP8 inference-support request; not the same concrete bug." + "reason": "Removed config field behavior is unrelated to a noisy logging message." }, { - "left": "issue:43673", + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek-v4 transpose/dtype issue are separate model bugs." + }, + { + "left": "issue:43792", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing in v5 vs final partial-batch result loss; different functionality." + "reason": "Whisper model load/run failure and MaskGenerationPipeline batch bookkeeping bug are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to a BACKENDS_MAPPING validation error." }, { "left": "issue:44483", - "right": "issue:45290", + "right": "issue:44514", "accept": false, - "reason": "Chat-completions endpoint rejection vs assistant tool-call template crash; unrelated." + "reason": "Chat/completions API incompatibility and batched chat-template crash are different concrete failures." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "FSDP/PEFT optimizer-state bug vs GPT2 attention-scaling being ignored; different paths." + "reason": "Both mention MoE/save/from_pretrained, but they affect different model families and different code paths." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Missing CLIPOutput attentions assignment vs CLIPVisionModel hidden_states regression; separate output fields." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Qwen3VL-Moe loading breakage vs state_dict sorting load error; not the same failure." + "reason": "A PyTorch precision warning is not the same as compiled flex_attention failing on torch>=2.9." }, { - "left": "issue:43066", - "right": "issue:46209", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Tokenizer decoder type regression vs FP8 inference failure on B200; unrelated." + "reason": "Trailing-slash local model import warning and bfloat16 compile warning are unrelated." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Gemma3Config vocab_size attr missing vs SAM3 video output attr missing; different model families and bugs." + "reason": "Missing is_offline_mode import and missing Qwen2_5_VLForConditionalGeneration are different import errors." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:45600", + "right": "issue:46298", "accept": false, - "reason": "Embedding resize not propagating vs bidirectional-attention mask construction; different Gemma4 issues." + "reason": "Broken auto_mappings references and a noisy logging message are unrelated." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Quantized model saving failure vs saving Pipeline objects; both save-related but not the same bug." + "reason": "Missing layer_type_validation import and unwanted API calls despite local_files_only are different failures." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "Docs behavior mismatch vs Pipeline.save_pretrained failure; unrelated." + "reason": "Wrong custom-module loading after save_pretrained is unrelated to the deepseek-v4 tensor operation bug." } ] }, @@ -14654,69 +14524,80 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 47, - "review_unit_count": 51, + "review_unit_index": 46, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ - "issue:28282", - "issue:33453", "issue:36010", - "issue:36296", "issue:36683", - "issue:41669", "issue:42757", - "issue:42890", + "issue:42994", "issue:43064", - "issue:43097", + "issue:43066", "issue:43299", "issue:43352", "issue:43441", + "issue:43475", "issue:43502", "issue:43525", - "issue:43575", "issue:43611", "issue:43618", + "issue:43673", + "issue:43761", "issue:43867", "issue:43881", + "issue:43901", "issue:43906", "issue:43937", "issue:43976", "issue:43992", + "issue:44038", "issue:44117", + "issue:44230", "issue:44242", - "issue:44246", "issue:44355", "issue:44380", + "issue:44483", "issue:44485", - "issue:44492", "issue:44625", "issue:44655", "issue:44855", - "issue:44938", "issue:45216", + "issue:45276", + "issue:45290", "issue:45310", - "issue:45357", "issue:45375", "issue:45478", "issue:45479", - "issue:45561", "issue:45753", "issue:46077", "issue:46082", + "issue:46123", "issue:46132", "issue:46202", - "issue:46285" + "issue:46209" ], "soft_pairs": [ - "issue:36010|issue:42757", + "issue:44038|issue:44230", + "issue:43673|issue:46123", + "issue:44483|issue:45290", + "issue:43064|issue:44380", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:43066|issue:46209", + "issue:36683|issue:43475", + "issue:45276|issue:46077", + "issue:42994|issue:44655", + "issue:43901|issue:44655", "issue:44625|issue:46077", - "issue:43352|issue:43937", "issue:43611|issue:44655", + "issue:36010|issue:42757", + "issue:43352|issue:43937", "issue:43867|issue:45216", "issue:46077|issue:46082", "issue:43502|issue:44485", @@ -14736,214 +14617,253 @@ "issue:43867|issue:45375", "issue:44380|issue:45479", "issue:43352|issue:44380", - "issue:36683|issue:44117", - "issue:41669|issue:44246", - "issue:43618|issue:44380", - "issue:43097|issue:43352", - "issue:42890|issue:45561", - "issue:43064|issue:44492", - "issue:43976|issue:44938", - "issue:43867|issue:45357", - "issue:43992|issue:45478", - "issue:36296|issue:43575", - "issue:43064|issue:44655", - "issue:28282|issue:33453", - "issue:43618|issue:46285" + "issue:36683|issue:44117" ], - "prepared_review_unit_hash": "9d5dc177862e5aa74f80f82034720fc16981e459c6e07903259f58549f6714b7", + "prepared_review_unit_hash": "d500ea418c2cabcf19e1f7c97cd96e6d24f1214919074b7c3a0ac06133778931", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38139, - "estimated_input_tokens": 9535, - "estimated_eval_tokens": 19326 + "soft_pair_count": 35, + "serialized_chars": 37861, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. The only clear duplicate-like pair is the import-time slowdown reports (41669/44246); the rest differ by model, API, or failure mode.", - "confidence": 0.93, - "canonical_issue_reason": "issue:41669 is the most concrete root-cause report and directly matches the only accepted duplicate-like pair: slow `transformers` import due to `import *` usage in models.", + "summary": "This set is mostly a loose thematic cluster of distinct Transformers v5 regressions (loading, config propagation, attention backends, save/pretrained, and pipeline behavior). The soft pairs are similar in wording but do not describe the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43611 is the most generic and representative report in the set: a broad v5 model-loading regression around `base_model_prefix` that plausibly anchors the wider cluster of loading-related breakages.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best representative issue because it names the specific performance regression and likely fix target, whereas 44246 is the broader symptom report.", + "best_issue_reason": "issue:43611 is also the strongest standalone triage candidate: it is concrete, reproducible, and broad enough to serve as the clearest reference point for the v5 loading regression family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols (`AutoModel`/PyTorch vs `is_offline_mode`/huggingface_hub) and different root causes." + "reason": "Both mention Qwen3 VL/MoE and v5, but one is a loading regression and the other is an fp8 inference-support request; different bugs and code paths." }, { - "left": "issue:44625", + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "GenerationMixin cache/chunked_prefill failure is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "One is a /v1/chat/completions API validation failure; the other is apply_chat_template crashing on tool-call assistant messages. Different layers." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP-related regressions, but one concerns missing attentions assignment and the other hidden_states being None; not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-MoE loading breakage and state_dict-sorted loading errors are different loading failures with different triggers." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and FP8 inference failing on B200 are unrelated issues." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing `vocab_size` in Gemma3Config and missing `fpn_position_embeddings` in SAM 3 Video outputs are different attribute errors on different models." + }, + { + "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Different models and bugs: Qwen3.5 label propagation vs Gemma4 attention-mask construction." + "reason": "Gemma4 token-embedding resize behavior and Gemma4 bidirectional-attention masking are separate model-behavior bugs." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Both are model-loading/runtime errors, but one is FlashAttention support for Nemotron and the other is an invalid GenerationConfig for GLM-5." + "reason": "Quantized model saving failure and pipeline `save_pretrained` failure are distinct save-path problems." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs for `return_all_scores` versus pipeline serialization behavior are not the same issue." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation and Gemma4 attention-mask construction are unrelated model/config regressions." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "`base_model_prefix` loading regression and pipeline save_pretrained are unrelated code paths." + "reason": "Base-model-prefix loading regression and pipeline serialization failure are different APIs and different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "These are both import errors, but for different symbols from different modules (`transformers.generation` vs `huggingface_hub`)." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support for Nemotron and GLM-5 generation-config validation are unrelated bugs." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both affect saving/loading, but one is state_dict ordering/model load failure and the other is an incorrect Qwen3.5 checkpoint save regression." + "reason": "Sorted-state_dict loading failure and Qwen3.5 save_pretrained regression are different directions of model I/O failure." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask logic and LlamaConfig head_dim validation are different issues." + "reason": "Gemma4 bidirectional-attention masking and LlamaConfig head_dim validation are unrelated configuration behaviors." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only network leakage and GLM-5 RoPE discussion are unrelated." + "reason": "Offline-mode network leakage and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Similar shape of bug, but different models and missing config fields (`vocab_size` vs `pad_token_id`)." + "reason": "Missing `vocab_size` in Gemma3Config and missing `pad_token_id` in Llama4Config are different missing-field regressions." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions regression and Qwen3.5 save_pretrained checkpoint corruption are not the same bug." + "reason": "CLIP attention outputs and Qwen3.5 checkpoint saving are unrelated model families and code paths." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Different failure modes: missing config attribute versus MoE load-balance loss omission." + "reason": "Gemma3 config attribute loss and MoE load-balancing loss computation are different bugs." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "One is backend-specific attention scaling, the other is behavior change in AttentionInterface.register." + "reason": "GPT2 attention scaling under backends and AttentionInterface.register behavior changes are different attention-stack issues." }, { "left": "issue:36683", "right": "issue:43881", "accept": false, - "reason": "Different models and symptoms; Gemma3Config missing vocab_size is not the same as glm-4v-9b loading failure." + "reason": "Gemma3 missing `vocab_size` and GLM-4V-9B loading failure are unrelated model-specific regressions." }, { "left": "issue:43906", "right": "issue:45753", "accept": false, - "reason": "An isolated reproduction of an older issue and a Qwen3_5 image loop bug are different problems." + "reason": "An isolated reproduction of an earlier issue is not the same as a Qwen3_5 infinite-loop-on-image bug." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Qwen3VL MoE loading failure and Qwen3_5 infinite-loop generation are unrelated." + "reason": "Qwen3VL-MoE loading breakage and Qwen3_5 infinite loop on a specific image are different problems." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "FlashAttention support for a model and Python-version compatibility are distinct issues." + "reason": "FlashAttention support for Nemotron and Python-version compatibility in Transformers 5.1 are unrelated." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different models and missing weights/config path; both loading problems but not the same concrete bug." + "reason": "UMT5Encoder missing weights during load and Qwen3.5 MoE from_pretrained failure are different model-loading regressions." }, { "left": "issue:43441", "right": "issue:44380", "accept": false, - "reason": "Both mention attention backends, but the model-specific FlashAttention failure and GPT2 attention scaling regression are different code paths." + "reason": "Ministral FlashAttention failure and GPT2 attention scaling being ignored are both attention-related but not the same concrete bug." }, { "left": "issue:43352", "right": "issue:45478", "accept": false, - "reason": "Same broad topic (Qwen/FlashAttention complaints) but different model/version and failure details." + "reason": "Nemotron FlashAttention support and Qwen3.5 MoE from_pretrained errors are unrelated." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file import errors and Python 3.13 `torch.jit.script` parsing failure are unrelated." + "reason": "Compiled-Python-file import errors and a Python 3.13 `@torch.jit.script` parsing/IndentationError are different import-time failures." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State_dict-sorted load failure and Gemma pipeline roundtrip on `\u2581` are different bugs." + "reason": "State_dict-sorted loading failure and Gemma pipeline roundtrip failure on `\u2581` are unrelated I/O bugs." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Load-order issue versus Qwen3.5 config field being dropped by `@strict`; different underlying causes." + "reason": "Loading error with sorted state_dict and silently dropped `deepstack_visual_indexes` are different config/load issues." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention backend scaling bug and single-label classification zero-loss bug are unrelated." + "reason": "Attention scaling under backends and degenerate zero-loss classification with `num_labels=1` are unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Both touch attention code, but they target different models and distinct backend behaviors." + "reason": "Both touch attention backends, but one is unsupported FlashAttention on Nemotron and the other is GPT2 scaling being ignored; different fixes." }, { "left": "issue:36683", "right": "issue:44117", "accept": false, - "reason": "Missing config attr in one model and tokenizer mapping None-handling in another are not the same issue." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Both report slow `transformers` import; 41669 identifies the likely cause (`import *` in models) and 44246 reports the same slowdown symptom." - }, - { - "left": "issue:43618", - "right": "issue:46285", - "accept": false, - "reason": "CLIP attentions regression and CLIP text-model structural inconsistency are related only by model family, not by the same bug." + "reason": "Gemma3 missing `vocab_size` and tokenizer-mapping `None` handling are different failure modes in different subsystems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 41669/44246, is plausibly the same import-slowdown bug, and the remaining soft-edge rejections do not overclaim 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 }, @@ -14951,342 +14871,318 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 48, - "review_unit_count": 51, + "review_unit_index": 47, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ + "issue:28282", "issue:30333", "issue:30990", "issue:31795", "issue:33453", - "issue:34689", "issue:36296", - "issue:38617", + "issue:41669", "issue:42548", - "issue:42757", - "issue:42831", "issue:42890", "issue:43010", - "issue:43299", + "issue:43064", + "issue:43097", + "issue:43352", "issue:43502", + "issue:43575", "issue:43576", "issue:43618", "issue:43723", - "issue:43824", - "issue:43827", - "issue:43874", + "issue:43867", + "issue:43976", + "issue:43992", "issue:44062", "issue:44112", "issue:44222", - "issue:44315", + "issue:44246", "issue:44351", "issue:44355", "issue:44360", - "issue:44368", + "issue:44380", "issue:44387", + "issue:44492", "issue:44556", "issue:44655", "issue:44749", "issue:44857", "issue:44938", - "issue:44961", "issue:44964", "issue:44977", - "issue:45071", "issue:45125", "issue:45278", + "issue:45357", "issue:45375", "issue:45440", - "issue:45468", "issue:45478", + "issue:45561", "issue:45600", - "issue:45656", - "issue:45850", - "issue:46132" + "issue:46132", + "issue:46285" ], "soft_pairs": [ + "issue:41669|issue:44246", + "issue:43618|issue:44380", + "issue:43097|issue:43352", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:46285", "issue:43618|issue:44857", "issue:44655|issue:44938", "issue:43618|issue:44977", "issue:44360|issue:45440", - "issue:42890|issue:44964", "issue:43502|issue:44062", + "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:44222|issue:45125", "issue:43576|issue:46132", - "issue:42548|issue:44351", "issue:44355|issue:44749", + "issue:42548|issue:44351", "issue:45125|issue:45478", - "issue:30333|issue:33453", "issue:44387|issue:44556", + "issue:30333|issue:33453", "issue:45125|issue:45375", "issue:43010|issue:45278", "issue:30990|issue:31795", "issue:43723|issue:44556", - "issue:43502|issue:44222", - "issue:42831|issue:43874", - "issue:43010|issue:45850", - "issue:43502|issue:44961", - "issue:43010|issue:44368", - "issue:30333|issue:36296", - "issue:44355|issue:45071", - "issue:43827|issue:44961", - "issue:44355|issue:44655", - "issue:44315|issue:44360", - "issue:33453|issue:34689", - "issue:43299|issue:44556", - "issue:42757|issue:43576", - "issue:43576|issue:45071", - "issue:33453|issue:36296", - "issue:43010|issue:45656", - "issue:43576|issue:43824", - "issue:31795|issue:38617", - "issue:44961|issue:45468" + "issue:43502|issue:44222" ], - "prepared_review_unit_hash": "a2d24a2b7dd065fa1437c93c451225456e26c259edf958004a70dd5e1bc122c3", + "prepared_review_unit_hash": "fc6c56f3d36befb3467046d44fd2ee8b87393f32731acc6f3784401210be1943", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38612, - "estimated_input_tokens": 9653, - "estimated_eval_tokens": 19562 + "soft_pair_count": 32, + "serialized_chars": 36870, + "estimated_input_tokens": 9218, + "estimated_eval_tokens": 18692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is broadly heterogeneous: most items are unrelated v5 regressions, import errors, loading issues, or test/docs complaints. I don\u2019t see any soft pair that clearly shares the same concrete underlying bug or fix path.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering the general v5 upgrade/import-breakage theme better than the more specific symptom reports.", + "summary": "These items are mostly separate Transformers bugs spanning import/perf, loading, tensor parallelism, cache behavior, docs, and test flakiness. None of the soft pairs look like the same concrete underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "No clear single duplicate cluster emerges from the titles alone; if one issue must represent the set, issue:44246 is the broadest user-facing report (general import slowness) and could serve as the umbrella triage item.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most triage-useful anchor because it is broad, upgrade-focused, and closest to a reusable umbrella for related regressions.", + "best_issue_reason": "issue:44246 is the most general and representative-sounding issue in this list, with a symptom broad enough to relate to the import/performance subgroup better than the narrower reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43618", - "right": "issue:44857", - "accept": false, - "reason": "Different failures: a missing CLIPOutput attentions assignment vs an AMP/CUDA loss crash in LwDetrImageLoss." - }, - { - "left": "issue:44655", - "right": "issue:44938", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "One is Pipeline.save_pretrained, the other is Python 3.14 import/load failure; no shared code path." + "reason": "Related to import performance, but 41669 proposes a specific root cause/fix (import * in models) while 44246 is a broader intermittent slowness report; not clearly the same bug." }, { "left": "issue:43618", - "right": "issue:44977", - "accept": false, - "reason": "Different model paths and symptoms: CLIP output fields vs Qwen3.5 flash-attention generation." - }, - { - "left": "issue:44360", - "right": "issue:45440", - "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE behavioral divergence." - }, - { - "left": "issue:42890", - "right": "issue:44964", + "right": "issue:44380", "accept": false, - "reason": "A flaky SamHQ integration test is unrelated to loading microsoft/Phi-4-multimodal-instruct." + "reason": "Both concern attention-related behavior, but they are different models and different failures (missing CLIP attentions vs GPT2 scaling ignored)." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:43097", + "right": "issue:43352", "accept": false, - "reason": "Local-files-only network leakage and AddedToken argument duplication are different bugs." + "reason": "Different problems: a removed config API in v5 versus Flash Attention support missing for NemotronHForCausalLM." }, { "left": "issue:42890", - "right": "issue:44112", + "right": "issue:45561", "accept": false, - "reason": "Different CI issues: missing set_seed in SamHQ tests vs a stale GraniteSpeech device override test." + "reason": "Both are test/CI related, but one is seed-related flakiness and the other is an xdist race on a captured-info file; not the same bug." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "SamHQ test seeding flakiness and auto_mappings.py references to removed configs are unrelated." + "reason": "Completely unrelated: distributed training optimizer-state corruption versus a cache-strategy typo." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "FP8 save_pretrained on MoE and missing _tp_plan for Qwen3_5MoE are different failure modes." + "reason": "Both mention Python version compatibility, but they describe different version ranges and failure modes; not the same underlying issue." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Broken `transformers env` CLI and AttentionInterface.register behavior change are separate areas." + "reason": "Both involve model loading/saving regressions, but one is a sorted state_dict load error and the other is incorrect visual encoder keys for Qwen3.5 save_pretrained." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export breakages." + "reason": "Both are from_pretrained/load failures, but for different models and different causes; too broad to treat as one bug." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Compiled Python file errors and a Chinese report about slower filtering after upgrade are not the same bug." + "reason": "Both touch tensor parallelism, but one is a training bug and the other is an OOM when loading a specific model; not the same code-path problem." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:43064", + "right": "issue:44655", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel planning and the other is from_pretrained loading; too different to merge." + "reason": "Distributed optimizer-state issue versus saving Pipeline objects; no shared underlying defect." }, { - "left": "issue:30333", + "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "MLflow job-status reporting and tokenizer-loading regression are unrelated subsystems." + "reason": "ImportError for missing PyTorch dependency versus tokenizer loading regression; unrelated." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "CUDA reserved-memory/OOM under int4 quantization is not the same as checkpoint reload failure after upgrade." + "reason": "Different CLIP-related regressions: missing attentions assignment versus structural inconsistency between two CLIP text model classes." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "Missing _tp_plan and missing deepstack_visual_indexes are distinct Qwen3_5Moe issues." + "reason": "Attention-output regression versus AMP/CUDA crash in a loss; no shared bug." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:44655", + "right": "issue:44938", "accept": false, - "reason": "Cache/layer no_grad decoration is unrelated to broad import errors after upgrade." + "reason": "Saving Pipeline objects is unrelated to Python 3.14 import/load failures." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "Stuck Sentence Transformers loading is not the same as a documentation clarification issue." + "reason": "Different model families and different failure modes; one is CLIP attentions, the other is Qwen3.5 flash-attention generation issues." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer AutoTokenizer.from_pretrained failure and checkpoint reload regression overlap on loading, but not the same concrete bug." + "reason": "The DSA indexer ReLU discussion is unrelated to DeepSeekV3 implementation divergence." }, { "left": "issue:43502", - "right": "issue:44222", + "right": "issue:44062", "accept": false, - "reason": "Unexpected network calls and FP8 MoE save_pretrained are different code paths." + "reason": "Offline-loading API requests versus tokenizer AddedToken argument duplication are unrelated." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "FineGrainedFP8 accuracy and a missing image-processor method causing token-count errors are unrelated." + "reason": "Test seeding flakiness versus a specific multimodal model load failure; not the same issue." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "No-grad decoration for update methods and a generic report that v5 breaks many models are not the same issue." + "reason": "Both are CI/test failures, but one is seed hygiene and the other is a stale device-override expectation." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Local_files_only network requests and an empty 'racoon' issue have no apparent connection." + "reason": "Test flakiness versus auto_mappings referencing removed configs; unrelated." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Docs still referencing pipeline() after removals is unrelated to the 'racoon' placeholder issue." + "reason": "Both are MOE/tensor-parallel themed, but one is FP8 save_pretrained and the other is missing _tp_plan for loading; different bugs." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Compiled-file errors and PreTrainedConfig type-checking regressions are different problems." + "reason": "A broken env CLI command is unrelated to AttentionInterface.register changing registered-function behavior." }, { "left": "issue:44355", - "right": "issue:44655", + "right": "issue:44749", "accept": false, - "reason": "Compiled-file execution errors are unrelated to saving Pipeline objects." + "reason": "Compiled Python-file errors versus a slowdown after upgrading transformers; unrelated." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Liger Kernel application with model_init and a DSA indexer/ReLU discussion are different topics." + "reason": "Different missing top-level imports (PreTrainedModel vs HybridCache); same broad symptom, different underlying API breakage." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading breakage are both loading-related but not the same bug." + "reason": "Same broad Qwen3.5/MoE area, but one is tensor-parallel plan metadata and the other is from_pretrained failure; not clearly one fix." }, { - "left": "issue:43299", + "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading and checkpoint reload failures after upgrade are distinct model-specific regressions." + "reason": "Both are upgrade/load regressions, but one is int4 CUDA reserved-memory/OOM and the other is checkpoint reload compatibility; too different." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Missing `is_offline_mode` import and broken `transformers env` CLI are unrelated." + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "CLI breakage and PretrainedConfig type checking are different surfaces and code paths." + "reason": "Both are Qwen3.5/MoE issues, but one is tensor parallel planning and the other is a missing vision config field silently dropped by strict parsing." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Tokenizer loading regression is unrelated to tensor-parallel training bugs." + "reason": "Cache update no_grad behavior versus many import errors after version update are unrelated." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "No-grad cache updates and a tie_word_embeddings warning in Qwen3.5 LoRA are unrelated." + "reason": "Sentence Transformers loading hang versus model.forward documentation confusion; different domains entirely." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Documentation confusion about forward arguments and an ImportError for layer_type_validation are not the same underlying bug." + "reason": "Both involve loading after v5 upgrade, but one is tokenizer loading and the other is checkpoint reload compatibility; not the same bug." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "A placeholder/empty issue and a Gemma-4 audio positional-encoding bug are clearly unrelated." + "reason": "Offline download behavior versus FP8 MOE save_pretrained; unrelated." } ] }, @@ -15301,70 +15197,88 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 49, - "review_unit_count": 51, + "review_unit_index": 48, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", "issue:36296", + "issue:38617", "issue:41628", - "issue:41669", "issue:42548", - "issue:42890", + "issue:42757", + "issue:42831", "issue:43010", - "issue:43352", - "issue:43408", - "issue:43525", + "issue:43299", + "issue:43502", "issue:43526", - "issue:43572", "issue:43576", - "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", "issue:43901", "issue:43976", "issue:44038", "issue:44222", "issue:44230", - "issue:44246", "issue:44273", - "issue:44295", - "issue:44297", "issue:44315", - "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", "issue:44373", "issue:44393", - "issue:44492", "issue:44556", "issue:44623", - "issue:44704", + "issue:44655", "issue:44908", "issue:44938", "issue:44961", "issue:45003", "issue:45071", - "issue:45092", "issue:45125", "issue:45230", - "issue:45278", - "issue:45341", - "issue:45362", + "issue:45468", "issue:45542", + "issue:45656", "issue:45753", "issue:45850", "issue:46095", - "issue:46209", - "issue:46218" + "issue:46209" ], "soft_pairs": [ + "issue:42831|issue:43874", + "issue:43010|issue:45850", + "issue:43502|issue:44961", + "issue:43010|issue:44368", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:42757|issue:43576", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", "issue:44222|issue:44230", "issue:43010|issue:43976", "issue:43576|issue:44938", - "issue:41628|issue:42548", "issue:44908|issue:44961", "issue:44315|issue:46209", + "issue:41628|issue:42548", "issue:36296|issue:43901", "issue:36296|issue:43526", "issue:44623|issue:45230", @@ -15373,280 +15287,236 @@ "issue:44273|issue:45003", "issue:44393|issue:45071", "issue:44230|issue:46095", - "issue:43576|issue:44556", "issue:44373|issue:44961", - "issue:44393|issue:45753", - "issue:43525|issue:45850", - "issue:41669|issue:43673", - "issue:44556|issue:45092", - "issue:43572|issue:45850", - "issue:45362|issue:45850", - "issue:41669|issue:46218", - "issue:44246|issue:44273", - "issue:42890|issue:44908", - "issue:43408|issue:44315", - "issue:44704|issue:44908", - "issue:43352|issue:44393", - "issue:43976|issue:44393", - "issue:44297|issue:45230", - "issue:43576|issue:44908", - "issue:44295|issue:45230", - "issue:44908|issue:45071", - "issue:41669|issue:44351", - "issue:41669|issue:45341", - "issue:45278|issue:45850", - "issue:43673|issue:44492" + "issue:43576|issue:44556", + "issue:44393|issue:45753" ], - "prepared_review_unit_hash": "fad3bec65d8fd622d60d8b2359c89700bde351daac2721063993745f70a678c7", + "prepared_review_unit_hash": "fb8fa068ed88d6b702cdb2d0faf3ccc017dad9bde0cc6a507c8388e4060afdc9", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 37, - "serialized_chars": 37406, - "estimated_input_tokens": 9352, - "estimated_eval_tokens": 18960 + "soft_pair_count": 35, + "serialized_chars": 36938, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly about Transformers v5 import/lazy-loading regressions and related API compatibility issues. There are no PRs in the set. I would anchor the cluster on the broad lazy-loading/import symptom report, while treating the soft pairs as mostly similar-but-not-duplicate edge cases.", - "confidence": 0.63, - "canonical_issue_reason": "issue:44273 is the broadest and most central report here: it describes lazy loading being broken, which plausibly underlies several of the import-related failures in the cluster.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with a recurring theme of v5 regressions/import/loading breakages. None of the soft pairs look like true duplicates; they are adjacent symptom reports at best.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best matches the cluster\u2019s overall theme of Transformers v5 breakage, even though the underlying items are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44273 is the best issue to represent the cluster because it captures the shared failure mode at a high level, not just one specific symbol or model.", + "best_issue_reason": "issue:45850 is the most representative anchor for this mixed cluster because it is the most general user-facing regression report; it is suitable only as a loose umbrella, not as a precise duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; different concrete failures." + "reason": "Different failures: FP8 accuracy regressions vs a missing image-patch method causing an AttributeError." }, { "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "Cache update no_grad and Python version incompatibility are unrelated bugs." - }, - { - "left": "issue:43576", - "right": "issue:44938", - "accept": false, - "reason": "Both are version/load problems, but one is the v5 env command and the other is Python 3.14 import/load failure; too different." - }, - { - "left": "issue:41628", - "right": "issue:42548", + "right": "issue:45850", "accept": false, - "reason": "Both are top-level import errors, but they target different missing symbols and there is not enough evidence they are the same bug." + "reason": "One is a no_grad decorator issue on cache/layer updates; the other is a vague broad v5 breakage complaint." }, { - "left": "issue:44908", + "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated generic issue title are not the same bug." - }, - { - "left": "issue:44315", - "right": "issue:46209", - "accept": false, - "reason": "Liger Kernel application and FP8 inference on B200 are separate code paths." - }, - { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor parallel training and pipeline docs are unrelated." + "reason": "local_files_only network leakage is unrelated to the unrelated 'racoon' report." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:43010", + "right": "issue:44368", "accept": false, - "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated." + "reason": "Different code paths: autograd/no_grad behavior vs a model config warning about tie_word_embeddings." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "A specific processor.save_pretrained file bug and a generic bug report do not indicate the same underlying issue." + "reason": "MLFlow reporting on failed jobs is unrelated to a tensor-parallel training bug." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Lazy loading regressions and missing TensorFlow backend handling are different problems." + "reason": "Docs still mentioning pipeline() after removals is unrelated to the 'racoon' issue." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Generic Qwen3-VL/MoE breakage and missing tensor-parallel plan are not the same concrete defect." + "reason": "Compiled Python file loading errors and PreTrainedConfig type-checking are different regressions." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Both touch import-time behavior, but unsafe sys.modules access is a different root cause than lazy loading not working properly." + "reason": "One is about running compiled Python files; the other is saving Pipeline objects." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Qwen3-VL bbox output errors and PretrainedConfig type checking are unrelated." + "reason": "Liger kernel application in model_init and a DSA indexer ReLU omission are unrelated." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Both are FP8/MoE-adjacent, but inference support and a weight conversion question are not the same bug." + "reason": "Both are loading-related, but one is tokenizer loading regression and the other is a specific Llama 3.2 vision model load breakage." }, { - "left": "issue:43576", + "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both involve version upgrades, but the env command breakage and checkpoint reload incompatibility are different issues." + "reason": "Both concern model loading after version changes, but they describe different models and different breakpoints." }, { - "left": "issue:44373", - "right": "issue:44961", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "A docstring typo and an unrelated issue title are not duplicates." + "reason": "Broken env CLI and PreTrainedConfig type checking are unrelated failures." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "2D bounding-box output errors and an infinite-loop image case are different failures in the same model family." + "reason": "Missing is_offline_mode import from huggingface_hub is not the same as the v5 env command breakage." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:43824", + "right": "issue:43576", "accept": false, - "reason": "Specific pad_token_id missing in Llama4Config vs a vague 'breaks too many models' report; not the same concrete bug." + "reason": "ImportError for a specific Qwen class is a different import-path issue than the env command bug." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Import-star cleanup/performance and missing GenerationMixin cache during chunked prefill are different problems." + "reason": "Docstring confusion for model.forward is unrelated to a missing configuration_utils symbol import." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Both are v5 compatibility complaints, but one is general checkpoint reload failure and the other is remote-code/meta-init incompatibility." + "reason": "The 'racoon' issue and Gemma audio positional encoding bug are unrelated." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "A missing pad_token_idx regression is too specific to be the same as a broad 'many models break' report." + "reason": "FP8 save_pretrained for MoE and FP8 inference support are related only by topic, not the same concrete bug." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Qwen3.5 chat crash and a broad v5 breakage report are not the same underlying defect." + "reason": "no_grad update behavior is unrelated to the Python 3.9+ compatibility failure." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "Import performance cleanup and failure to import a specific model module are not the same bug." + "reason": "The env CLI breakage and Python 3.14 load failure are different regressions." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Slow import timing and broken lazy loading may be related, but the evidence is not strong enough to treat them as duplicates." + "reason": "Scheduler kwargs being ignored has nothing to do with the 'racoon' report." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Test flakiness from missing set_seed and scheduler kwargs handling are unrelated." + "reason": "Liger kernel application and FP8 inference on B200 are separate bugs in different paths." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Model-type warning during sam3 instantiation and Liger Kernel application are unrelated." + "reason": "Import errors for AutoImageProcessor and PreTrainedModel are both import failures, but they involve different symbols and likely different fixes." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different APIs." + "reason": "Tensor parallel training and text-classification docs mentioning return_all_scores are unrelated." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "Flash Attention 2 support error for Nemotron and Qwen3-VL bbox hallucination/error are unrelated." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels behavior are different issues." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Python version incompatibility and Qwen3-VL output errors are unrelated." + "reason": "Missing processor.save_pretrained files is a concrete bug; 'Bug report' is too vague and not the same issue." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and a generic bug report are not the same defect." + "reason": "Lazy loading behavior and an undefined TensorFlow backend error are unrelated." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Env command breakage and scheduler kwargs handling are unrelated." + "reason": "Both involve Qwen3/Qwen3.5 MoE, but one is a broad v5 breakage and the other is a missing tensor-parallel plan." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Position_ids buffer access error and generic bug report are not the same issue." + "reason": "Lazy loading malfunction is not the same as unsafe sys.modules access in modeling_utils." }, { - "left": "issue:44908", + "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + "reason": "Qwen3-VL bounding-box output errors are unrelated to PreTrainedConfig type-checking." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Import-star cleanup and HybridCache import failure are different symbol/export problems." + "reason": "FP8 inference support and deepseekv4 weight-conversion help are not the same bug or change." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:44373", + "right": "issue:44961", "accept": false, - "reason": "Import performance cleanup and a testing_utils bug are unrelated." + "reason": "A wrong docstring for position_ids is unrelated to the 'racoon' report." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Many import errors after upgrade and a vague 'breaks too many models' report overlap broadly, but not enough to prove the same underlying bug." + "reason": "The env command bug and checkpoint reload failures after upgrading versions are different concrete problems." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "Chunked prefill cache behavior and a typo in cache strategies are unrelated." + "reason": "2D bounding-box output errors and an infinite loop on a specific image are different Qwen3-VL failures." } ] }, @@ -15661,70 +15531,90 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 50, - "review_unit_count": 51, + "review_unit_index": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ - "issue:31515", "issue:31795", "issue:33453", - "issue:34689", "issue:41669", "issue:42371", - "issue:42913", - "issue:43066", - "issue:43298", + "issue:42890", "issue:43352", - "issue:43502", + "issue:43408", "issue:43519", "issue:43525", "issue:43572", "issue:43576", - "issue:43606", + "issue:43673", "issue:43704", "issue:43827", "issue:43874", "issue:43976", "issue:44077", - "issue:44261", - "issue:44263", + "issue:44246", "issue:44273", + "issue:44295", + "issue:44297", "issue:44315", "issue:44351", "issue:44360", "issue:44393", "issue:44485", "issue:44492", - "issue:44623", + "issue:44556", "issue:44655", + "issue:44704", "issue:44829", "issue:44861", "issue:44908", - "issue:44998", + "issue:45071", + "issue:45092", "issue:45230", - "issue:45290", + "issue:45278", "issue:45310", + "issue:45341", + "issue:45362", "issue:45468", "issue:45478", "issue:45850", "issue:46018", - "issue:46095", "issue:46143", "issue:46144", "issue:46172", "issue:46218" ], "soft_pairs": [ + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:43673|issue:44492", "issue:46143|issue:46144", "issue:43874|issue:45850", "issue:44393|issue:45478", - "issue:43976|issue:46218", "issue:44077|issue:44861", + "issue:43976|issue:46218", "issue:43827|issue:44908", "issue:31795|issue:33453", "issue:41669|issue:44492", @@ -15740,299 +15630,282 @@ "issue:46018|issue:46172", "issue:43519|issue:44485", "issue:43519|issue:44908", - "issue:41669|issue:43704", - "issue:31795|issue:34689", - "issue:31515|issue:31795", - "issue:44485|issue:45468", - "issue:43704|issue:44485", - "issue:43298|issue:46095", - "issue:45850|issue:46218", - "issue:43502|issue:43519", - "issue:42371|issue:43704", - "issue:43519|issue:44623", - "issue:43519|issue:43704", - "issue:43606|issue:45468", - "issue:44263|issue:45468", - "issue:44261|issue:45468", - "issue:44351|issue:46218", - "issue:43352|issue:46218", - "issue:42913|issue:43066", - "issue:44908|issue:44998", - "issue:44861|issue:45290", - "issue:43525|issue:44861", - "issue:43704|issue:44998", - "issue:43572|issue:44861", - "issue:41669|issue:44998", - "issue:43066|issue:44998" + "issue:41669|issue:43704" ], - "prepared_review_unit_hash": "c116c538ccd78e8981ae4674ddde9cf9118b64f6ac882f44255f77de003f9490", + "prepared_review_unit_hash": "464655914bbdeed4bb051b991e83d18544b4cbc84f25baf83a41b8d265547bba", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 44, - "serialized_chars": 40118, - "estimated_input_tokens": 10030, - "estimated_eval_tokens": 20316 + "soft_pair_count": 41, + "serialized_chars": 39264, + "estimated_input_tokens": 9816, + "estimated_eval_tokens": 19888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a heterogeneous mix of unrelated Transformers issues; none of the soft pairs look like true duplicates. The strongest commonality is broad v5/model-loading regression chatter, but it is not coherent enough to merge into one canonical bug.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45850 is the broadest umbrella report about Transformers v5 breaking many models, so it is the closest thing to a cluster anchor, though the cluster is still too mixed for a true duplicate canonical.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers v5 regressions and model-specific bugs. The soft pairs share broad themes like import/loading breakage, but they are not the same concrete underlying issue, so none should be merged as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45850 is the broadest current umbrella for the cluster\u2019s dominant theme (v5 breaking multiple models), so it is the best issue to anchor triage, even though many other items are distinct bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most representative high-level complaint in the set, but it is too vague to be a precise duplicate target.", + "best_issue_reason": "issue:45850 is open, broad, and representative of the recurring v5 compatibility complaints; it is the best single issue for organizing related reports, but not a precise duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Related RoFormer area, but one is missing kwargs passthrough and the other bypasses the attention interface; not the same concrete bug." + "reason": "Different problems: import-star performance/file explosion vs missing GenerationMixin cache during chunked prefill." }, { - "left": "issue:43874", + "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "One is a specific GLM46V attribute error; the other is a broad meta-complaint about many v5 regressions." + "reason": "Specific Llama4Config pad_token_id AttributeError is not the same as a broad v5 models-broken report." }, { - "left": "issue:44393", - "right": "issue:45478", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "Different Qwen3.5-VL problems: bounding-box output error vs from_pretrained failure." + "reason": "Both are v5 compatibility regressions, but they affect different model/load paths and are not the same bug." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "Python compatibility/versioning issue vs missing Qwen3_5 import; different failure modes and likely different fixes." + "reason": "StableLmConfig missing pad_token_idx is a specific config regression, not the same as a general breakage tracker." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "PatchTSMixer post_init policy change vs tied-weights key crash; unrelated code paths." + "reason": "Qwen3.5 chat crash is model/chat specific and not the same underlying issue as a general v5 breakage report." }, { - "left": "issue:43827", - "right": "issue:44908", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "Docs referencing pipeline() vs scheduler kwargs ignored; no shared bug." + "reason": "Import-star slowdown/file explosion is unrelated to a Qwen3.5 import failure." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Confusing forward docs and tokenizer loading regression are both about usage/loading, but not the same underlying defect." + "reason": "Long import time and lazy loading not working are related only at a high level; they describe different failures." }, { - "left": "issue:41669", - "right": "issue:44492", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Import-star performance issue vs cache-strategy typo; clearly different." + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs handling." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Liger kernel not applied with model_init vs Flash Attention 3 training degeneration; different mechanisms." + "reason": "Model type mismatch warning is unrelated to Liger Kernel not being applied with model_init." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "TF32 API settings guidance vs cache strategy typo; unrelated." + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs are separate code paths." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Broken transformers env command vs lazy loading malfunction; different surfaces and causes." + "reason": "Flash Attention 2 support error for Nemotron and Qwen3-VL bbox output issues are unrelated." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Pipeline save_pretrained issue vs tied weight key AttributeError; not the same bug." + "reason": "Tokenizer_class mismatch on save_pretrained is not the same as a generic bug report." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Both mention MLA/DSA-ish internals, but one is a missing ReLU in the indexer and the other is Gemma-4 audio positional encoding." + "reason": "Python version compatibility failure is unrelated to Qwen3-VL bounding-box output errors." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained error; no concrete overlap." + "reason": "position_ids buffer access error is unrelated to the generic bug report." }, { - "left": "issue:44273", + "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior vs scheduler kwargs handling; separate features." + "reason": "Broken transformers env command and scheduler kwargs handling are different features." }, { - "left": "issue:43576", - "right": "issue:46218", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "Broken env CLI vs missing Qwen3_5 import; unrelated." + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking breakage are unrelated regressions." }, { - "left": "issue:43827", - "right": "issue:44492", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Docs/pipeline references and a cache-strategy typo do not describe the same defect." + "reason": "Import-star slowdown is unrelated to HybridCache import failure." }, { - "left": "issue:46018", - "right": "issue:46172", + "left": "issue:41669", + "right": "issue:45341", "accept": false, - "reason": "DeepSeek-V4 gating issue vs a tensor conversion/transpose bug; different model code paths." + "reason": "Import-star performance issue is unrelated to a testing_utils bug." }, { - "left": "issue:43519", - "right": "issue:44485", + "left": "issue:45278", + "right": "issue:45850", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are distinct multimodal/model-internal bugs." + "reason": "Both are broad v5 breakage reports, but one is about import errors and the other is a generic model-breakage complaint." }, { - "left": "issue:43519", - "right": "issue:44908", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Processor timestamp bug vs scheduler kwargs bug; unrelated." + "reason": "Missing GenerationMixin cache and a typo in cache strategy docs/code are not the same defect." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Import-star slowdown and VRAM leak in dataloader threads are different issues." + "reason": "RoFormer kwargs passthrough and attention-interface usage are adjacent but distinct implementation issues." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:43874", + "right": "issue:45850", "accept": false, - "reason": "Docs confusion vs Llama 3.2 Vision model loading regression; not duplicates." + "reason": "GLM46V image processor method missing is a specific multimodal token bug, not a general v5 breakage report." }, { - "left": "issue:31515", - "right": "issue:31795", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "Both are around loading/docs, but one is slow checkpoint loading and the other is forward-API documentation confusion." + "reason": "Qwen3-VL bbox hallucination and Qwen3.5 MoE from_pretrained error are different model bugs." }, { - "left": "issue:44485", - "right": "issue:45468", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Different model families and bugs: GLM-5 RoPE vs Gemma-4 audio positional encoding." + "reason": "Optional post_init policy and _tied_weights_keys list handling are unrelated model/config issues." }, { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:43976", + "right": "issue:46218", "accept": false, - "reason": "VRAM leak in multithreaded dataloading vs RoPE implementation bug; no overlap." + "reason": "Python version support issue is unrelated to Qwen3.5 import failure." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:43827", + "right": "issue:44908", "accept": false, - "reason": "Continuous batching audio-model support vs DeepSeek-V4 weight conversion/readability question; different topics." + "reason": "Docs still referencing pipeline() and scheduler kwargs are unrelated." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "Broad v5 breakage complaint vs a specific missing Qwen3_5 import error." + "reason": "Documentation confusion around model.forward arguments is unrelated to tokenizer loading regression." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star slowdown/file explosion is unrelated to a cache-strategy typo." + }, + { + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "local_files_only network-leak issue vs Qwen3VL timestamp calculation bug; distinct." + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different bugs." }, { "left": "issue:42371", - "right": "issue:43704", + "right": "issue:44492", "accept": false, - "reason": "TF32 API settings guidance vs multithreaded VRAM leak; unrelated." + "reason": "TF32 settings migration and a cache-strategy typo do not share an underlying code-path bug." }, { - "left": "issue:43519", - "right": "issue:44623", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Processor timestamp math bug vs processor.save_pretrained missing files; different save/load areas." + "reason": "Broken env command and lazy loading malfunction are separate issues." }, { - "left": "issue:43519", - "right": "issue:43704", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "Timestamp calculation in a processor vs VRAM leak under dataloader threads; no shared root cause." + "reason": "Pipeline save_pretrained failure is unrelated to tied-weight key handling." }, { - "left": "issue:41669", - "right": "issue:44998", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Import-star performance issue vs unrelated placeholder issue title 'Unemployment'." + "reason": "DSA indexer/ReLU discussion is unrelated to Gemma4 audio relative positional encoding." }, { - "left": "issue:43066", - "right": "issue:44998", + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report is not the same concrete issue as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "Wrong tokenizer decoder type vs unrelated placeholder issue title 'Unemployment'." + "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are unrelated." }, { - "left": "issue:44908", - "right": "issue:44998", + "left": "issue:43576", + "right": "issue:46218", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated placeholder issue title 'Unemployment'." + "reason": "Broken env command is unrelated to Qwen3.5 import failure." }, { - "left": "issue:44861", - "right": "issue:45290", + "left": "issue:43827", + "right": "issue:44492", "accept": false, - "reason": "Tied-weight key AttributeError vs chat template crash on tool-call assistant messages; different code paths." + "reason": "Docs referencing pipeline() and a cache-strategy typo are not the same bug." }, { - "left": "issue:43525", - "right": "issue:44861", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "Missing pad_token_id in config vs tied-weight key crash; not the same defect." + "reason": "DeepSeek-V4 gating logic and a dtype/transpose bug in DeepSeek-V4 are distinct code-path problems." }, { - "left": "issue:43704", - "right": "issue:44998", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "VRAM leak in threads vs unrelated placeholder issue title 'Unemployment'." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:43572", - "right": "issue:44861", + "left": "issue:43519", + "right": "issue:44908", "accept": false, - "reason": "Missing pad_token_idx in config vs tied-weight key crash; unrelated." + "reason": "Timestamp calculation bug and scheduler kwargs handling are unrelated." }, { "left": "issue:41669", - "right": "issue:44998", - "accept": false, - "reason": "Import-star performance issue vs unrelated placeholder issue title 'Unemployment'." - }, - { - "left": "issue:43066", - "right": "issue:44998", + "right": "issue:43704", "accept": false, - "reason": "Tokenizer decoder type bug vs unrelated placeholder issue title 'Unemployment'." + "reason": "Import-star slowdown/file explosion is unrelated to a VRAM leak in Qwen3ForCausalLM." } ] }, @@ -16047,37 +15920,83 @@ "label": "issue", "component_index": 1, "component_count": 18, - "review_unit_index": 51, - "review_unit_count": 51, + "review_unit_index": 50, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-437", + "cluster_id": "cluster-10000-438", "nodes": [ "issue:30333", "issue:31515", + "issue:31795", "issue:33453", + "issue:34689", "issue:36296", "issue:37934", "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", "issue:42936", + "issue:43066", "issue:43240", "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", "issue:43668", + "issue:43704", "issue:43717", "issue:43813", "issue:44031", "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", "issue:44623", + "issue:44861", + "issue:44908", "issue:44998", + "issue:45290", "issue:45310", + "issue:45468", + "issue:45850", "issue:46018", + "issue:46095", "issue:46144", "issue:46218" ], "soft_pairs": [ + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:43572|issue:44861", + "issue:41669|issue:44998", + "issue:43066|issue:44998", "issue:31515|issue:38617", "issue:44230|issue:44623", "issue:44998|issue:46218", @@ -16099,154 +16018,286 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "2c20a396467164677e5f7dfd48e2f8706d75c3aee660c71077af405b90b41163", + "prepared_review_unit_hash": "c3fb829db32280e187e2388d5dbc53ec07a75656b4088cbbcbe962055b9396cc", "component_budget": { - "node_count": 437, - "item_count": 437, + "node_count": 438, + "item_count": 438, "soft_pair_count": 1611, - "serialized_chars": 834644, - "estimated_input_tokens": 208661, - "estimated_eval_tokens": 417578 + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 }, "budget": { - "node_count": 20, - "item_count": 20, - "soft_pair_count": 20, - "serialized_chars": 17052, - "estimated_input_tokens": 4263, - "estimated_eval_tokens": 8782 + "node_count": 43, + "item_count": 43, + "soft_pair_count": 43, + "serialized_chars": 36958, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs overlap only on broad model/loading/tokenizer language, not the same concrete bug or change. No pair is a safe duplicate match.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The cluster is very heterogeneous: loading/regression, tokenizer, config, training, multimodal, and scheduler issues are mixed together. None of the soft-similarity pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella report in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the least-specific representative of the loose theme here.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "45850 is the best single representative only because it is the most generic version-regression report; the rest are too specific and largely unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs a specific model-loading regression; same area, not the same bug." + }, { "left": "issue:31515", - "right": "issue:38617", + "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading slowness and an ImportError in configuration_utils are unrelated code paths." + "reason": "Slow checkpoint loading and forward-API documentation are unrelated." }, { - "left": "issue:44230", + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different math paths: RoPE implementation vs audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader-thread use is unrelated to GLM RoPE behavior." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek weight conversion are different problems." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Generic v5 regression complaint vs a specific import failure for one model." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and Qwen3VL timestamp math are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance vs a VRAM leak; not the same bug." + }, + { + "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to missing files from processor.save_pretrained()." + "reason": "Timestamp calculation bug vs missing saved processor files; different code paths." }, { - "left": "issue:44998", + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp issue and Qwen3 VRAM leak are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs Gemma4 audio positional encoding; different failures." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Indexer split-return handling vs Gemma4 audio encoding; no concrete overlap." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is not the same as Gemma4 audio encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Different import errors for different symbols/models." + }, + { + "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "These titles describe unrelated problems; one is nonsensical/off-topic, the other is a Qwen import failure." + "reason": "Flash-Attn2 unsupported error vs module import failure; separate issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but one is behavioral drift and the other is decoder-type mismatch; too broad to treat as one bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the placeholder 'Unemployment' issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key attribute crash vs chat-template tool-call crash; different paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to tied-weight-key list handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLm config pad_token_idx regression and tied-weight-key crash are separate." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star cleanup and the unrelated placeholder issue do not match." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type regression and the placeholder issue are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow job-status reporting after failure is unrelated to slow from_pretrained checkpoint loading." + "reason": "MLflow status reporting on failed training jobs is unrelated to slow from_pretrained checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load performance and tensor-parallel training bugs do not describe the same failure." + "reason": "Checkpoint load performance and tensor-parallel training bug are different issues." }, { "left": "issue:44230", - "right": "issue:45310", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and missing processor save files do not share the same bug." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "The placeholder issue is unrelated to a model import failure." + }, + { + "left": "issue:30333", + "right": "issue:31515", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is FP8 support for inference and the other is a from_pretrained regression." + "reason": "Failed-job MLflow reporting and slow checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and tokenizer-loading regression are different bugs." + "reason": "Both touch loading, but one is performance and the other is a tokenizer-loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching support for audio models is unrelated to FP8 Qwen model support." + "reason": "Continuous batching audio support and FP8 inference support are different feature requests." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint load slowness and tokenizer regression are not the same underlying defect." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are different implementation issues." + "reason": "Mamba init-weights behavior and RoFormer attention interface are unrelated model-specific changes." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific bugs." + "reason": "Mask2Former ignore_value usage and DeepSeek-V4 gating are different model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint typo is not the same as tokenizer regex warning behavior." + "reason": "Type-hint typo and tokenizer regex warning are unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Ignoring a Mask2former value and kwargs not reaching loss calculation are different defects." + "reason": "Mask2Former loss handling and kwargs propagation to loss are different code paths." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs propagation has no overlap with RoFormer attention implementation." + "reason": "Loss-kwargs propagation and RoFormer attention interface are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "These are unrelated: Mask2former ignore_value handling versus tokenizer regex warnings." + "reason": "Mask2Former ignore_value bug and tokenizer regex warning do not match." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2former ignore_value and RoFormer attention-interface problems are different subsystems and bugs." + "reason": "No concrete overlap between Mask2Former ignore_value handling and RoFormer attention." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A Mask2former loss-value issue is unrelated to a typo in quantization_operation." + "reason": "Mask2Former ignore_value and a quantization-operation typo are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation and a ModernBERT type-hint issue are not the same change." + "reason": "Passing kwargs into loss and a config type-hint issue are different bugs." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type annotation and a typo in another symbol name are distinct issues." + "reason": "Type-hint correction and quantization typo are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "RMSNorm semantics for Llama4TextL2Norm are unrelated to ModernBERT norm_eps typing." + "reason": "Llama4 norm implementation question and ModernBERT norm_eps typing are different concerns." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value handling does not match a ModernBERT config type-hint bug." + "reason": "Mask2Former ignore_value bug and ModernBERT type hint are unrelated." } ] }, @@ -16265,8 +16316,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -16279,52 +16330,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "cc6db42238218ac85a7ca0fa9d7062c8d3b4ccdbd63edc62ce2bf8dcc44c55d1", + "prepared_review_unit_hash": "8ac245787a8f2cf04fdc37283afd78fe219e2f317792e6efd443897721d26be9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are about unrelated feature requests in different parts of the library: token truncation behavior, scheduler functionality, and Wav2Vec2 word timing offsets. They do not describe the same underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the titles and descriptions point to three distinct requests with different code paths and goals.", + "summary": "These are three unrelated issues: one about tokenizer truncation behavior, one about scheduler functionality, and one about Wav2Vec2 word boundary timestamps. The soft similarity signal is not enough to treat any pair as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a canonical duplicate target because the three tickets cover different features/subsystems and different user problems.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue candidate because there is no duplicate set here; each issue targets a different feature area.", + "best_issue_reason": "None of the issues is suitable as a global representative for the cluster since they are not the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Truncation option request and Wav2Vec2 timing offsets are unrelated feature requests in different components." + "reason": "Tokenizer truncation-from-beginning request is unrelated to Wav2Vec2 word start/end timestamp extraction." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Token truncation behavior and ReduceLROnPlateau-like scheduler functionality are separate problems with no shared code path." + "reason": "Truncation strategy behavior and ReduceLROnPlateau-like scheduler functionality are different features with no shared code-path problem." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Scheduler feature request and Wav2Vec2 word offset request concern different subsystems and do not look like the same change." + "reason": "A learning-rate scheduler feature request is unrelated to Wav2Vec2 word timing offsets." } ] }, @@ -16343,8 +16394,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -16356,7 +16407,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "838e9e84a34f8b21d4da7ea1d262d0adfc6047e50ef5e565f7fc4833d694b693", + "prepared_review_unit_hash": "25a83c19d695655ee8395804412cda0170386575b99adf22250968812138bd12", "component_budget": { "node_count": 3, "item_count": 3, @@ -16378,24 +16429,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No clear duplicate cluster: 13244 is unrelated, and 15980 vs 16618 only overlap at a broad \"model loading/download\" level. The private-model auth/error-message report and the generic \"can't load bert-base-uncased\" report do not look like the same underlying bug.", - "confidence": 0.89, - "canonical_issue_reason": "No strong canonical duplicate stands out; if forced, 16618 is the broadest issue, but it does not clearly subsume the others.", + "summary": "These three issues do not appear to describe the same bug: one is about Tapas tokenization differences, one is about a misleading login/auth error when downloading a private model, and one is a generic model-loading failure for bert-base-uncased.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "16618 is the most general and central of the three, but it still appears to describe a different failure mode than 15980 and is unrelated to 13244.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different topics entirely: Tapas tokenization vs. model loading failure. Same broad library, not the same bug." + "reason": "Tapas tokenization mismatch is a different code path and symptom than failing to load bert-base-uncased; they do not look like the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both concern model download/load errors, but 15980 is specifically a private-model login/auth error while 16618 is a generic inability to load bert-base-uncased; not the same underlying issue." + "reason": "This is specifically about the error message shown when downloading a private model without being logged in, which is distinct from a general model-loading failure." } ] }, @@ -16414,8 +16465,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -16425,12 +16476,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "7ab7a7b3204dfa2d2d0d2ea2b6df2c57fdb6e6eda22129df32fcc548feaa0adb", + "prepared_review_unit_hash": "34add8b1dc85a7b39be5e2efd36a51c4321c8a2fa5b94b3b6ac3783a477c2fe1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16438,7 +16489,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -16447,8 +16498,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community-contribution issues for different features: Flash Attention 2 support vs GGUF support. They share only a generic contribution framing, not the same underlying bug or change request.", - "confidence": 0.97, + "summary": "The two issues are unrelated feature requests: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They do not describe the same underlying bug or change, so they should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -16458,7 +16509,7 @@ "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested capabilities and code paths: Flash Attention 2 architecture support is unrelated to GGUF support. Similar wording about community contributions is too broad to treat as a duplicate." + "reason": "Different features and code paths (Flash Attention 2 vs GGUF support); shared wording about \"more architectures\" is too broad to indicate the same change." } ] }, @@ -16477,8 +16528,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -16518,184 +16569,184 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "940aaa18b4ee3a8962be8e8fc31f23c076d542695a415d37a3210c24adee3c04", + "prepared_review_unit_hash": "5629030469b56ab6d8f2fcb8d4503dbcb60ab0c11d6d6da377c77abe19db07cc", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 25, - "serialized_chars": 13686, - "estimated_input_tokens": 3422, - "estimated_eval_tokens": 7100 + "serialized_chars": 13680, + "estimated_input_tokens": 3420, + "estimated_eval_tokens": 7096 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 25, - "serialized_chars": 13686, - "estimated_input_tokens": 3422, - "estimated_eval_tokens": 7100 + "serialized_chars": 13680, + "estimated_input_tokens": 3420, + "estimated_eval_tokens": 7096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is dominated by i18n translation-request issues. The explicit language-specific issues are clearly separate requests, and the templated placeholder issues are too ambiguous to safely merge without a concrete language target.", - "confidence": 0.68, - "canonical_issue_reason": "issue:46222 is the newest open issue and the best representative of the repeated i18n translation-request template in this cluster.", + "summary": "These are mostly i18n translation-request issues, but they look like separate language-specific requests or repeated templates rather than true duplicates. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:46222 is the best cluster anchor: it is open, has inbound references, and sits at the center of the near-identical template-style issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46222 is the most current open issue among the near-identical templated entries, so it is the best single representative if one issue must anchor the cluster.", + "best_issue_reason": "issue:46222 is the strongest representative by activity/centrality, though the cluster itself does not look like one concrete duplicate issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-request issue versus a templated placeholder entry; no explicit target or shared artifact evidence that they are the same request." + "reason": "Both are translation-request issues, but there is no evidence they are the same language or same underlying request; the similarity is only template-level." }, { "left": "issue:27088", "right": "issue:46222", "accept": false, - "reason": "Turkish translation request does not match the ambiguous templated entry as a concrete duplicate." + "reason": "Turkish vs generic placeholder translation request: same broad i18n theme, but not the same concrete issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language target; similarity is only at the generic i18n translation-template level." + "reason": "Different language-specific request versus generic template issue; too little evidence of a shared underlying bug/change." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Distinct translation request; the shared wording is too broad to treat as the same issue." + "reason": "High textual similarity likely comes from shared translation-template wording, not the same specific request." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish and Romanian translation requests are separate issues, not the same underlying change." + "reason": "Turkish and Romanian translation requests are distinct issues, not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish are different language targets, so this is not a duplicate." + "reason": "Turkish and Spanish translation requests are separate language tasks, so they should not be merged." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request versus an ambiguous templated entry; no concrete evidence of the same underlying issue." + "reason": "Spanish-specific request vs generic placeholder issue; no concrete match on the underlying request." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language target; the overlap is only the generic i18n docs template." + "reason": "The overlap is only in the translation template, not in a shared language-specific issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are separate issues." + "reason": "Spanish and Romanian translation requests are different tasks and not duplicates." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request does not match the templated entry as a clear duplicate." + "reason": "Generic template similarity is not enough to show the same underlying issue." }, { "left": "issue:38435", - "right": "issue:44370", + "right": "issue:43834", "accept": false, - "reason": "Romanian request versus a generic template entry; too little concrete evidence to merge." + "reason": "Romanian-specific request and a generic placeholder issue are not the same concrete issue." }, { "left": "issue:38435", - "right": "issue:46222", + "right": "issue:44370", "accept": false, - "reason": "Romanian translation request is a separate language-specific issue, not the same underlying request." + "reason": "These look like separate translation requests sharing boilerplate text only." }, { "left": "issue:38435", - "right": "issue:44365", + "right": "issue:46222", "accept": false, - "reason": "Different language target; the similarity is only template-level." + "reason": "No evidence they refer to the same language or same translation task; reject as template-only similarity." }, { "left": "issue:38435", - "right": "issue:43834", + "right": "issue:44365", "accept": false, - "reason": "Romanian request and the placeholder-titled issue are not demonstrably the same bug/change." + "reason": "The match is superficial; these are not the same concrete request." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian and Thai translation requests are distinct issues." + "reason": "The Thai text issue is unrelated to the translation-request template cluster." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both look like template-matched translation requests, but there is no concrete language target or issue linkage proving they are the same request." + "reason": "Both use the same placeholder template, but that does not show they are the same issue instance." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Near-identical template text is not enough here; this could still be a separate language request." + "reason": "Shared template text is insufficient; no concrete evidence of a single underlying bug/change." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Ambiguous placeholder issues with no explicit target language; reject as potential distinct requests." + "reason": "These look like separate template-generated translation requests rather than duplicates." }, { "left": "issue:43834", - "right": "issue:38435", + "right": "issue:46226", "accept": false, - "reason": "The explicit Romanian request is not proven to be the same as the placeholder-titled issue." + "reason": "The Thai-language issue is not the same underlying translation request as the placeholder template issues." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Extremely similar template text, but lacking a concrete target language or issue linkage, so do not merge." + "reason": "Near-identical wording appears templated, but there is no proof they target the same concrete request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Template similarity alone is insufficient to treat these as the same underlying issue." + "reason": "Same template family, but not enough to establish a true duplicate." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Placeholder template issue and Thai-language request are not clearly the same request." + "reason": "Different content and likely different request; reject." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "These are only similar at the generic template level; no concrete evidence they are duplicates." + "reason": "Identical placeholder titles likely reflect a reused template, not the same underlying issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic template issue versus Thai translation request; not a safe duplicate match." + "reason": "The Thai issue is unrelated to the generic translation-template issues." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Placeholder-titled translation issue and Thai-language request are distinct enough that a duplicate merge would be unsafe." + "reason": "These are not the same request; one is a placeholder translation template and the other is a distinct Thai-language issue." } ] }, @@ -16714,8 +16765,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -16774,12 +16825,12 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "67f4eb186b5a24dbb5e67d21309d24e4bfc19b207194024888954b222bf5b0d6", + "prepared_review_unit_hash": "6ce165aecd499449833d045f7950298564362bbdefd3c96e93c196af68b66095", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21658, + "serialized_chars": 21657, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -16787,7 +16838,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21658, + "serialized_chars": 21657, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -16796,228 +16847,216 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a loose set of model-request issues across different modalities (text, vision, audio, ASR/TTS, detection). The titles are thematically similar, but none look like true duplicates of the same concrete request.", - "confidence": 0.31, - "canonical_issue_reason": "issue:42738 is the most generic, cross-cutting model-architecture request in the set and is the best broad anchor for the BERT-family subset, though the overall cluster is only loosely related.", + "summary": "These are mostly unrelated model-request issues that only share a generic \"add support/model\" pattern. I would not collapse them as duplicates; they cover distinct architectures and modalities (vision, audio, OCR, TTS/ASR, text).", + "confidence": 0.34, + "canonical_issue_reason": "If one issue must stand in for the cluster, 46133 is the clearest representative because it is a concrete, well-scoped model request with a specific model name and descriptive title. That said, the set is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42738 best represents the broad 'add support for a model/config variant' theme that loosely ties the cluster together.", + "best_issue_reason": "46133 is the strongest single representative among these because it is specific, recent, and clearly framed as a model-support request. The rest are distinct requests rather than the same underlying bug/change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different models and tasks: EuroBert config vs DEIMv2 object detection." + "reason": "Different requested models (EuroBert config vs DEIMv2); only the generic \"add model\" framing overlaps." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Text model config request vs Qwen3 TTS support; same library area, different change." + "reason": "EuroBert config and Qwen3-TTS are different model families and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config vs RF-DETR model; unrelated model families." + "reason": "EuroBert and RF-DETR are unrelated model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Both are detection-related, but RF-DETR and DEIMv2 are distinct architectures and requests." + "reason": "RF-DETR and DEIMv2 are separate architectures with no shared concrete code path." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Object detection model vs audio model request; not the same underlying change." + "reason": "RF-DETR is a detection model; LFM2.5 Audio 1.5B is an audio model." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR addition is unrelated to OpenAI weight-sparse transformer support." + "reason": "RF-DETR and the weight-sparse transformer request concern different model changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Detection model request vs Qwen3 ASR support; different modality and code paths." + "reason": "RF-DETR and Qwen3-ASR are different model-support requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Detection model request vs Qwen3 TTS support; only broad topical overlap." + "reason": "RF-DETR and Qwen3-TTS are unrelated models and code paths." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT text-model request vs Qwen3 ASR support; different model family and modality." + "reason": "NeoBERT and Qwen3-ASR are different model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT addition and sparse-transformer support are unrelated model requests." + "reason": "NeoBERT and the weight-sparse transformer request are not the same change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT text model vs audio model; no shared concrete change." + "reason": "NeoBERT and LFM2.5 Audio 1.5B target different model families." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR detection request and NeoBERT request are different model families." + "reason": "RF-DETR and NeoBERT are distinct model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT; both text-model-ish but distinct requests." + "reason": "NeoBERT and ModernVBERT are different BERT-like models, not one underlying fix." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture request vs Qwen3 ASR support; different model and modality." + "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 support and sparse-transformer support do not target the same code path." + "reason": "MiniCPM3 and the weight-sparse transformer request do not describe the same change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT; both are model additions, not duplicates." + "reason": "MiniCPM3 and ModernVBERT are separate model-support tasks." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 request vs Voxtral TTS support; different model families and functionality." + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model families and modalities." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 detection request vs Qwen3 TTS support; different underlying change." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT model addition vs Qwen3 ASR support; unrelated model targets." + "reason": "ModernVBERT models and Qwen3-ASR are different concrete additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT vs Qwen3 TTS; same general area, not the same request." + "reason": "ModernVBERT and Qwen3-TTS are separate model requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT addition and BERT-like models with RoPE are not the same concrete model request." + "reason": "ModernVBERT models and BERT-like models with RoPE are related only at a very high level, not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support request vs Voxtral TTS support; unrelated modalities." + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated model additions." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3 TTS and Qwen3 ASR share a family but request different capabilities and code paths." - }, - { - "left": "issue:43671", - "right": "issue:45027", - "accept": false, - "reason": "Both are TTS-related, but Qwen3 TTS and Voxtral TTS are different models and changes." - }, - { - "left": "issue:43671", - "right": "issue:45177", - "accept": false, - "reason": "TTS support request vs DeepSeek-OCR2; different model class and use case." + "reason": "Qwen3-TTS and Qwen3-ASR are different tasks (speech synthesis vs speech recognition)." }, { "left": "issue:43671", - "right": "issue:44121", - "accept": false, - "reason": "TTS support request vs sparse-transformer request; no same underlying bug/change." - }, - { - "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "ASR support request vs audio model addition; related area but different model and implementation." + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are distinct audio-model requests." }, { - "left": "issue:43837", - "right": "issue:45322", + "left": "issue:43671", + "right": "issue:44121", "accept": false, - "reason": "ASR support request vs vision-language encoder request; different modality and code path." + "reason": "Qwen3-TTS and the weight-sparse transformer request are not the same underlying bug/change." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43671", + "right": "issue:45027", "accept": false, - "reason": "Audio model request vs SAM3-LiteText; distinct model families." + "reason": "Qwen3-TTS and Voxtral TTS are different TTS model requests, not a single duplicate." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45177", "accept": false, - "reason": "TTS model request vs audio model request; not a duplicate." + "reason": "Qwen3-TTS and DeepSeek-OCR2 target different modalities and code paths." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43837", + "right": "issue:43909", "accept": false, - "reason": "Sparse-transformer model request vs EUPE perception encoder request; unrelated models." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different speech/audio model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3 ASR support and weight-sparse transformer support are different changes." + "reason": "Qwen3-ASR and the weight-sparse transformer request are unrelated." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "ASR support request vs Voxtral TTS support; same audio umbrella, different concrete request." + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model changes." }, { - "left": "issue:37015", - "right": "issue:45027", + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "NeoBERT text-model request vs Voxtral TTS support; unrelated." + "reason": "Qwen3-ASR and EUPE are unrelated model additions." }, { - "left": "issue:43837", - "right": "issue:45177", + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different modalities and model families." + }, + { + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "ASR support request vs OCR model addition; different modality and code path." + "reason": "The weight-sparse transformer and EUPE requests are not the same concrete model change." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "Both are vision-language encoder/pretraining requests, but EUPE and TIPSv2 are distinct models and not the same change." + "reason": "EUPE and TIPSv2 are different model requests, even though both are vision-language related." } ] }, @@ -17036,8 +17075,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -17047,12 +17086,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "9b1b684bae0bfde421bb2e6658719c5fc885d026d41eb5478a35213bbc9049fd", + "prepared_review_unit_hash": "515a01f620689f87cfc235a95f4924ef43b8f63b8ff5b1e8a7008b22c490b935", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -17060,7 +17099,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -17069,8 +17108,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about Set Block Decoding, the other about DeepSeek v3.2 support. They mention different product areas and different requested changes.", - "confidence": 0.98, + "summary": "These two issues are not duplicates: one is a block decoding request, the other is a model-specific support request for DeepSeek v3.2.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -17080,7 +17119,7 @@ "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: decoding behavior vs model support; no indication they describe the same bug or change." + "reason": "Different underlying requests with no shared target or code path: block decoding vs DeepSeek v3.2 support." } ] }, @@ -17099,8 +17138,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -17110,12 +17149,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "77bd21d27fdc318e321cc64bb1bf59dd8057cca98476f77e414092cbeff7ab08", + "prepared_review_unit_hash": "9e66cc55f179a047b406972de5e05af8df22df04dbdfef6a18753066456799e4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17123,7 +17162,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -17132,18 +17171,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only loosely related by Trainer customization, but they describe different problems: unused-column handling vs FLOPS estimation for custom trainers. They should not be deduplicated.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43598 is the more concrete Trainer customization request; 43600 is a separate metrics/accounting concern.", + "summary": "The two closed issues both mention custom trainers, but they describe different problems: one is about `remove_unused_column` behavior in `Trainer`, the other about FLOPS estimation for custom trainers. They are related at a high level but do not look like the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43598 is the more concrete and actionable report, centered on `remove_unused_column` and Trainer customizability; however, there is no strong evidence it is a duplicate of the FLOPS-estimation issue.", "canonical_pr_reason": null, - "best_issue_reason": "43598 is the better cluster representative because it is a specific, actionable Trainer behavior change rather than a broader estimation question.", + "best_issue_reason": "Issue 43598 is the better canonical representative for this mini-cluster because it names a specific Trainer behavior and likely a narrower code-path, while 43600 is about a separate estimation concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying changes: one asks to revisit `remove_unused_column`, the other asks to account for custom trainers in FLOPS estimation. Shared Trainer context is too broad to treat as the same bug." + "reason": "They overlap only on the broad theme of custom trainers. One concerns `remove_unused_column` customizability; the other concerns FLOPS estimation. Different symptoms and likely different fixes." } ] }, @@ -17162,8 +17201,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -17173,12 +17212,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "e02adba0bf8c1b93f20813215517dcb4e3d9e4d9b30e24d1674b2e5896965e9b", + "prepared_review_unit_hash": "28eefe11b0c809d00fae4f9fdfc0de7920cf946b40c65343b760c027197152ec", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -17186,7 +17225,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -17195,18 +17234,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues request different Qwen-related enhancements: one for Qwen3-Omni auto-registration, the other for Qwen3.5 sequence classification support. They are related by model family but not the same underlying change.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43684 is the broader request and the better representative if a single issue must be chosen, but it does not duplicate issue 44405.", + "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different heads/APIs.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the two issues are about different models and different model-head support, so they do not describe the same underlying request.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the more general auto-model registration request; issue 44405 is a separate, narrower head-support request.", + "best_issue_reason": "Issue 43684 is the broader registration request, but it should not be treated as a stand-in for 44405 because the latter is a separate Qwen3.5 sequence-classification feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model variants and different capabilities requested: auto-registration for Qwen3-Omni vs sequence classification support for Qwen3.5." + "reason": "Different underlying feature requests: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 AutoModelForSequenceClassification support. They are related only at a broad taxonomy level, not the same change." } ] }, @@ -17225,8 +17264,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -17243,12 +17282,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "7ec0fbd37750b201c40434c948a24af5ff4887e14431d59bfbbcfcefec1770cc", + "prepared_review_unit_hash": "6e9d6bf26bc2ea46e31e6bfb3e89fb7320a17b40a841ae417b189a85b7eb3aae", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -17256,7 +17295,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -17265,58 +17304,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "One outlier issue (\u201cFett\u201d) appears unrelated; the three \u201chuggingface\u201d issues are highly likely duplicates of the same sparse report and should cluster together.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 43859 is the best representative among the duplicate-looking \u201chuggingface\u201d reports because it has the same title as the others and the only discussion activity in the set.", + "summary": "Issue 43835 looks unrelated. The three \"huggingface \" issues are title-similar, but the packet provides no body, link, target, or diff evidence, so the pairwise duplicate calls should stay conservative and rejected. If a representative is needed, 43845 is the earliest of the similar titles, but not proven duplicate.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface \" titles and is the best provisional anchor for the cluster, but the evidence is too thin to establish true duplication.", "canonical_pr_reason": null, - "best_issue_reason": "43859 is the strongest cluster anchor: same title as 43845/43846, similar minimal content, and slightly more activity than the others.", + "best_issue_reason": "Issue 43845 is the most suitable cluster representative by chronology and title pattern, though the available metadata is insufficient to confirm it as the same underlying report as 43846 or 43859.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title and no evidence of the same underlying problem; this does not look like the same report." + "reason": "Different titles and no concrete evidence that they describe the same bug or request." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no shared concrete problem details; likely unrelated." + "reason": "Different titles and no concrete evidence that they describe the same bug or request." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and no concrete overlap beyond both being short issues." + "reason": "Different titles and no concrete evidence that they describe the same bug or request." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title (\u201chuggingface \u201d) and near-identical sparse issue shape, so they likely describe the same underlying report." + "accept": false, + "reason": "Only weak title-level similarity is available; without bodies, links, or shared targets, this is not enough to treat them as duplicates." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same title and very similar minimal metadata/body pattern; likely duplicate reports." + "accept": false, + "reason": "Only weak title-level similarity is available; without bodies, links, or shared targets, this is not enough to treat them as duplicates." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same title and near-identical sparse report structure; likely the same underlying issue." + "accept": false, + "reason": "Only weak title-level similarity is available; without bodies, links, or shared targets, this is not enough to treat them as duplicates." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: 43835 has a different title, while 43845/43846/43859 all share the same title and similarly sparse metadata. The soft-edge acceptances for the three hugggingface issues are conservative enough given the identical titles and close similarity scores, and the choice of 43859 as canonical is supported by its extra discussion activity." + "accept": false, + "feedback": "The canonical selection is grounded, but the pairwise duplicate verdicts are too strong for the packet. All three \"huggingface \" items only share title-level soft_similarity, and the packet explicitly marks deterministic_accept as false for every pair. Without body content or explicit links, calling them duplicates or 'strongly suggesting the same underlying report' overstates the evidence. Keep the 43835 pairs rejected, but the 43845/43846/43859 pairs should be more conservative." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -17328,8 +17367,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -17350,7 +17389,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "9863e338842f69b97a7fd336923b6fc8153e1ae8dc27a4b2075d6e3453ad8125", + "prepared_review_unit_hash": "767c9d7ced90a8f05943d0f2882eced33eed3cbb69c23f79a919a73955ee7faa", "component_budget": { "node_count": 5, "item_count": 5, @@ -17372,66 +17411,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not appear to describe the same underlying bug or change; they are mostly spam/generic noise with no concrete shared problem statement.", - "confidence": 0.96, - "canonical_issue_reason": "No issue is a credible canonical: the titles are either spam, a generic documentation suggestion, or an unrelated promotional phrase, with no concrete bug description to anchor deduplication.", + "summary": "This cluster is mostly low-signal spam placeholders, plus one documentation-suggestion issue and one unrelated named issue. There is not enough evidence to merge any pair as true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44371 is the earliest generic spam placeholder and is as representative as the other spam-only issues.", "canonical_pr_reason": null, - "best_issue_reason": "No strong best issue candidate exists for deduping this cluster; issue 44937 is slightly more substantive-looking by title, but it still does not indicate the same problem as the others.", + "best_issue_reason": "issue:44371 is the best issue representative for the spam subgroup because it is earliest and has the same minimal signal as the other spam entries.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like titles; no evidence they refer to the same real issue." + "reason": "Both are titled '', but there is no substantive body or target evidence to prove the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like titles; no shared concrete bug or change." + "reason": "Identical spam titles are too weak to confirm a true duplicate without concrete bug/change details." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam, the other is a generic documentation suggestion; not the same underlying issue." + "reason": "Spam placeholder and documentation enhancement are clearly different issue types and topics." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam title vs unrelated promotional/title phrase; no duplicate signal." + "reason": "Spam placeholder does not match the unrelated named issue 'Check out \"Google LLC\"'." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion and spam are not the same issue." + "reason": "Documentation suggestion is unrelated to a spam placeholder issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion and spam are not the same issue." + "reason": "Documentation suggestion is unrelated to a spam placeholder issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like, but there is no evidence of the same underlying bug or change." + "reason": "Both are spam placeholders, but the record is too thin to confirm they are the same underlying report rather than separate spam submissions." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam title vs unrelated promotional/title phrase; no concrete overlap." + "reason": "Spam placeholder and named issue are not the same underlying report." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam title vs unrelated promotional/title phrase; no concrete overlap." + "reason": "Spam placeholder and named issue are not the same underlying report." } ] }, @@ -17450,8 +17489,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -17461,7 +17500,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "bdb45e14b5ba358573eba1a8493b7435f7e562cdfc696a63b26dad55bbd55e4c", + "prepared_review_unit_hash": "79182dcb309c28dcf80f685d11a74c23d5b15ecdec59161f7398916c89bab94a", "component_budget": { "node_count": 2, "item_count": 2, @@ -17483,24 +17522,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have identical titles and strong body similarity, but there is not enough linking evidence to confidently treat them as a duplicate pair; #45145 is the best canonical representative.", - "confidence": 0.89, - "canonical_issue_reason": "#45145 is the better canonical issue because it was created slightly earlier and has an inbound reference, while matching the same title and highly similar content as #45151.", + "summary": "The two issues look closely related based on identical titles and soft text similarity, but the packet does not firmly establish that they are the same report. #45145 is the better representative of the pair because it was created first and has the only inbound reference.", + "confidence": 0.73, + "canonical_issue_reason": "#45145 is the earlier issue and the only one with inbound reference activity, so it is the better canonical representative if this cluster is treated as one topic.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest issue representative for the cluster because it is the earliest matching report and already has a bit more discussion linkage.", + "best_issue_reason": "#45145 is the strongest overall representative because it predates #45151 and has the most external attention in the packet, while #45151 has only limited additional discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "The evidence only shows the same title and a soft text-similarity signal; there are no shared files, explicit targets, or direct links to ground a confident true-duplicate claim." + "reason": "The issues have identical titles and moderate soft similarity, so they are closely related, but the packet does not directly show that their bodies are the same. Given the conservative evidence, I would not confirm them as the same underlying request." } ] }, "evaluator_result": { "accept": false, - "feedback": "Rejecting because the soft-edge verdict overstates the evidence. The packet supports only same title, similar size, and a soft_similarity signal (Jaccard ~0.63) with no shared files/targets or explicit links; it does not ground a confident \u2018true duplicate\u2019 or \u2018near-identical bodies\u2019 claim. The canonical issue choice is fine, but the duplicate verdict should be more conservative." + "feedback": "The canonical choice is mostly grounded (earlier creation time and one inbound reference), but the duplicate/\u201csame underlying request\u201d language is a bit too strong for the evidence shown. The packet only provides a soft-similarity signal (jaccard ~0.63) plus identical titles; it does not directly establish that the bodies are the same, and #45151 also has its own discussion activity. Please phrase the verdict more conservatively and avoid implying exact duplication or stronger engagement differences than the packet supports." }, "evaluator_used": true, "retried": true, @@ -17570,8 +17609,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -17581,12 +17620,12 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "66b7c7713c06921f91b625ff9e9e3f40ceb804acb03b06d9886d9d81aa28b4c1", + "prepared_review_unit_hash": "e6edc30a09831dbb5fe436cf4de6087f4a0a5c71ac118688aa94d875e630a4e2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1670, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -17594,7 +17633,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1670, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -17603,18 +17642,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related to 4-bit inference and quantization behavior, but they describe different failures and different code paths: one is a Gemma4 audio-module `torch.finfo()` TypeError on `uint8` weights, the other is a `BitsAndBytesConfig` skip-module regression that drops the default `lm_head` exclusion and triggers an AssertionError.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #45674 is the better representative because it is open, more directly framed as a configuration regression, and appears easier to track as an actionable bug report.", + "summary": "Two separate 4-bit inference bugs are grouped only by broad quantization context: one is a Gemma4 audio-module uint8/torch.finfo dtype failure, the other is a BitsAndBytesConfig lm_head exclusion bug causing an AssertionError. They do not look like the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #45674 is the better representative because it states a clearer, more general configuration bug with a concrete failure mode and is still open for triage.", "canonical_pr_reason": null, - "best_issue_reason": "#45674 is the best issue for the cluster since it names the specific 4-bit inference regression and likely reflects the active bug being investigated; #45672 is a separate, narrower Gemma4/audio failure.", + "best_issue_reason": "Issue #45674 is the most useful cluster anchor: it is specific enough to identify the bug class, but broader than the Gemma4-only symptom in #45672.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both are 4-bit inference bugs, but the failures are different: `torch.finfo()` on `uint8` audio weights versus `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an AssertionError. Shared subsystem alone is not enough to treat them as the same underlying issue." + "reason": "Both involve 4-bit inference, but the failure mechanisms differ: Gemma4 audio modules hit a uint8/torch.finfo TypeError, while BitsAndBytesConfig loses the default lm_head exclusion and triggers an AssertionError. These are not the same underlying bug." } ] }, @@ -17633,8 +17672,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -17644,7 +17683,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "afc1660cb246fe71680915d2acda69eab5ff7f51b4b6ba92e69994a4d302e209", + "prepared_review_unit_hash": "49ab16da32407d942a4842c77854263a5929295010838cc173f273b76fda4777", "component_budget": { "node_count": 2, "item_count": 2, @@ -17666,18 +17705,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates; they are separate name/date entries with no shared technical content or linking evidence.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: both are unrelated, contentless personal-name entries with different names and dates.", + "summary": "The two closed issues are unrelated empty-name/date entries and do not appear to describe the same bug or request. Treat this cluster as non-duplicate noise/spam rather than a real issue family.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good duplicate anchor because there is no demonstrated underlying bug, feature request, or shared subject.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles only share a similar personal-name/date pattern; there is no evidence they describe the same underlying issue or change." + "reason": "Different personal names and dates with no body, no shared technical context, and no indication of the same underlying issue." } ] }, @@ -17696,8 +17735,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -17707,7 +17746,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "612a302576ebc80880c99e59aef076a38a83682ba4bbb2267d45dd7e522b57bd", + "prepared_review_unit_hash": "f8529b4803b423bc9052328c8e8bad0195e78e5663407f9621b8d72a9bdd9b3f", "component_budget": { "node_count": 2, "item_count": 2, @@ -17729,18 +17768,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have only superficial similarity in title structure and appear to be unrelated personal-name entries, not duplicates of the same bug or task.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "The two closed issues appear unrelated; both are just personal-name/date titles with no body or technical context, so the soft similarity is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue has any substantive description, links, or code-related context; there is no basis to prefer one as a canonical bug report.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate because both lack actionable content and appear to be non-technical placeholder-style entries.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles are different named entities with different dates and no shared problem description, targets, or repository context; this does not look like the same underlying issue." + "reason": "They do not describe the same underlying bug or change; the titles are different personal names and dates with no shared issue context." } ] }, @@ -17759,8 +17798,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -17770,7 +17809,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "ee191d2f679a0c04688dec32200905a8e2c96cc943e3536b96f26465c81883c2", + "prepared_review_unit_hash": "553fe329449f104e45a089d8d88dfe11b05e7d27317dabe04e9aa13e50def247", "component_budget": { "node_count": 2, "item_count": 2, @@ -17792,18 +17831,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are unrelated: one requests a new Qwen3_5 token classification/value-model class, while the other asks for FP8 training support. No duplicate or same-change signal is present.", + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They do not describe the same bug or feature and should not be clustered as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "Issue 45810 is the more specific, concrete feature request; 46295 is a separate training-capability request.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45810 is the best representative issue because it names a specific missing model class and use case, making it more actionable than the broader FP8 training request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different requests in different areas: model-class support vs FP8 training support. They do not appear to describe the same underlying bug or change." + "reason": "Different requests affecting different parts of the library: adding a model class for token classification versus enabling FP8 training support. No shared code path, target, or underlying issue." } ] }, @@ -17822,8 +17861,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -17843,88 +17882,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "f09cd8f24015a8968014e1026d60e3fc907f8605274600ed68c149415ab35cfb", + "prepared_review_unit_hash": "04be3d7142d777c0c3b82692c9d5d4027130793db9f8427961c0c22c7c32ff88", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5723, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5723, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster contains three separate issue topics: a dataset sales/sample post, an 'Example: Financial time series prediction with DataForge' pair, and a 'DataForge: Financial time series + scraping service' pair. Only the exact-title duplicates within the latter two topic pairs look like true duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it mixes unrelated topics. If forced to pick one anchor, issue 45870 is the best representative of the exact duplicate 'Example: Financial time series prediction with DataForge' pair because it is the earlier, more active copy.", + "summary": "This cluster is heterogeneous: it contains two exact-duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset post (45869). There is no single underlying bug/change across all five items.", + "confidence": 0.97, + "canonical_issue_reason": "45872 is the best canonical representative among the substantive DataForge issues because it is the clearest standalone topic and has an exact duplicate in 45873; 45870/45871 form a separate duplicate pair, and 45869 is unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45870 is the best global issue anchor only in the narrow sense that it is one of the exact duplicates; however, the cluster overall is too heterogeneous for a strong single canonical issue.", + "best_issue_reason": "45872 is the strongest issue to keep as the representative record: it is more specific than the repeated example-title issues, has a clear duplicate partner, and is not just a dataset promo post.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: dataset bundle/sample post versus an example walkthrough about financial time series prediction." + "reason": "Different issue types: a dataset promotion versus an example about time series prediction. Related finance wording, but not the same underlying request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: dataset bundle/sample post versus an example walkthrough about financial time series prediction." + "reason": "Different issue types: a dataset promotion versus an example about time series prediction. Related finance wording, but not the same underlying request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and essentially the same issue content; these are duplicate reports of the same example request." + "reason": "Same title and matching content footprint; this looks like a direct duplicate issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related financial domain, but one is an example prediction writeup and the other is a scraping-service integration request; not the same underlying issue." + "reason": "Both mention finance/DataForge, but one is an example and the other is a service/scraping request. Same broad theme, not the same concrete issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Related financial domain, but one is an example prediction writeup and the other is a scraping-service integration request; not the same underlying issue." + "reason": "Different concrete topic: example notebook/content versus a DataForge service/scraping issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete requests: example prediction walkthrough versus scraping-service integration." + "reason": "Same broad theme, but different underlying ask; this is an example issue while the other is about a DataForge service/scraping workflow." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete requests: example prediction walkthrough versus scraping-service integration." + "reason": "Same broad theme, but different underlying ask; this is an example issue while the other is about a DataForge service/scraping workflow." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and likely the same body; these are duplicate reports of the scraping-service request." + "reason": "Same title and matching content footprint; this looks like a direct duplicate issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "Summary is grounded in the packet, and the duplicate/ non-duplicate pair judgments are conservative. The two exact-title pairs (45870/45871 and 45872/45873) are supported by identical titles and body lengths, while the cross-topic pairs are reasonably rejected based on the titles. The cluster-level summary correctly notes the heterogeneous mix of topics." + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have matching titles and identical body lengths, so treating them as duplicate pairs is reasonable, and 45869 is clearly a different dataset-promo item by title. The soft-edge rejections are conservative, and there is no evidence of a single unified change across all five items." }, "evaluator_used": true, "retried": false, @@ -17983,160 +18022,160 @@ "pull_request:46048|pull_request:46268", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "597bbbe0dbb0e70ed4f90ee90f7070279d45bba491ba99ec3609ef55def200f1", + "prepared_review_unit_hash": "df10614854ec97c5080aaf9fa92bd01f08973f3771e221efc605a7c087767e62", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40304, - "estimated_input_tokens": 10076, - "estimated_eval_tokens": 20408 + "serialized_chars": 40312, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40304, - "estimated_input_tokens": 10076, - "estimated_eval_tokens": 20408 + "serialized_chars": 40312, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: unrelated model additions, tokenizer/API tweaks, export tests, docs, and kernel-routing changes. Only one soft edge looks like a true duplicate/subsumable change: the two fixed_cross_entropy kwargs patches (43251 and 43254).", - "confidence": 0.9, + "summary": "This cluster is mostly a set of unrelated PRs that only share broad keyword similarity. The only true duplicate-like pair is the two fixed_cross_entropy patches targeting the same issue; the rest should remain separate.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No cluster-wide canonical PR: the items are mostly unrelated. The only near-duplicate pair is 43251/43254, and 43251 is the better representative because it is explicitly tied to issue #43240 and presents the more direct fix.", + "canonical_pr_reason": "PR 43251 is the clearest canonical representative for the shared cross_entropy kwargs fix: it directly targets issue 43240, touches the exact implementation site, and is the more specific patch of the near-duplicate pair.", "best_issue_reason": null, - "best_pr_reason": "43251 is the best PR to keep for the loss-kwargs bug because it directly targets the tracked issue and is the stronger representative of the 43251/43254 duplicate pair.", + "best_pr_reason": "PR 43251 is the best overall PR candidate in the cluster because it has an explicit issue target and the most direct, concrete implementation of the shared loss fix.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model onboarding is unrelated to an executorch dynamic-shape export test." + "reason": "Both are large model/infra PRs, but they fix unrelated things: VideoPrism model integration vs executorch export dynamic-shape testing." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer method additions and executorch export testing address different code paths and bugs." + "reason": "Tokenizer helper methods in MistralCommon are unrelated to executorch dynamic-shape export tests." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API fixes are unrelated to adding the MobileLLM model." + "reason": "Missing tokenizer methods and adding MobileLLM are different model/code-path changes with no shared bug." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor/pretrained auto-loading robustness is unrelated to the MobileLLM model implementation." + "reason": "Processor auto-loading robustness and adding MobileLLM are separate changes in different subsystems." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "A cross-entropy kwargs fix is unrelated to adding MobileLLM." + "reason": "Loss-function kwargs fix is unrelated to adding a new MobileLLM model." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs handling is unrelated to Mistral4 test fixes." + "reason": "Cross-entropy kwargs plumbing and Mistral4 test fixes are different code paths and bugs." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export testing is unrelated to Mistral4 test fixes." + "reason": "Executorch export dynamic-shape tests do not describe the same underlying change as Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export tests and MobileLLM model addition are different changes." + "reason": "Exportability tests and MobileLLM model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM is unrelated to the config-resolution ordering fix." + "reason": "Adding MobileLLM is unrelated to fixing config resolution order in modeling_utils." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition and Falcon output-interface refactoring do not fix the same problem." + "reason": "New model addition and Falcon output-interface refactoring are different changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring and the model-creation skill are unrelated changes." + "reason": "Falcon model refactoring is unrelated to the model-creation skill PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capturing refactor and Mistral4 test fixes are unrelated." + "reason": "Falcon standardized-output refactor and Mistral4 test fixes are not the same bug/change." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the layrnorm-to-layernorm typo/renaming pass." + "reason": "Mistral4 test fixes are unrelated to the layrnorm-to-layernorm renaming pass." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and serve chat parsing updates are unrelated." + "reason": "Mistral4 test fixes and chat parsing updates do not fix the same concrete problem." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel." + "reason": "Mistral4 test fixes and TDT loss kernel integration are different areas and problems." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and config-resolution ordering changes are unrelated." + "reason": "Mistral4 test fixes are unrelated to the config-resolution order change." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the model-creation skill PR." + "reason": "A model test-fix PR is not the same underlying change as a skill/documentation PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition is unrelated to the model-creation skill." + "reason": "Adding MobileLLM and adding a model-creation skill are unrelated." }, { "left": "pull_request:46048", "right": "pull_request:46268", "accept": false, - "reason": "Both touch hub-kernel plumbing, but one adds TDT loss kernel support while the other adds ROCm AITER routing; they are different kernels and different fixes." + "reason": "Both touch hub kernel routing, but they add different kernels for different purposes and could not plausibly be merged as one fix." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch fixed_cross_entropy to forward supported nn.functional.cross_entropy kwargs for the same underlying issue #43240; one is a narrower variant of the same fix and could plausibly be merged into one PR." + "reason": "These are two near-duplicate patches for the same fixed_cross_entropy kwargs support in the same file, both addressing issue 43240 and fixing the same code path." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only true near-duplicate is 43251/43254, and the mergeability claim is supported by the shared file, shared issue target, and overlapping cross-entropy kwargs fix. The other soft-edge rejections are appropriately cautious and not overstated." + "feedback": "The summary is grounded in the packet and stays conservative overall. The only clearly duplicate-like pair is the two `fixed_cross_entropy` PRs sharing the same issue target and file, and the other soft-edge rejections are reasonably supported by the diffs." }, "evaluator_used": true, "retried": false, @@ -18163,12 +18202,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "e96dc70583d4c3bcf638e9beac0db2e47198196eca70291a44361bcd14486aaf", + "prepared_review_unit_hash": "0e4033e0ba1425b4660cdbf2fee3bbc2a5a2149506f8907ae13917598306d78b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -18176,7 +18215,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -18185,18 +18224,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are related VibeVoice model integrations, but they are not the same PR: one is the base VibeVoice implementation, the other adds VibeVoice Realtime and an acoustic tokenizer path. The overlap is expected from shared model scaffolding, not a duplicate change.", - "confidence": 0.89, + "summary": "Both PRs are about VibeVoice, but they target different scope: one implements the base VibeVoice model, the other adds a realtime variant and extra acoustic-tokenizer/generation plumbing. They are related, but not the same underlying change and not good merge candidates into one PR.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the broader foundational VibeVoice implementation with substantial review activity; it looks like the main integration rather than the specialized realtime follow-up.", + "canonical_pr_reason": "PR #40546 is the broader foundational VibeVoice implementation and predates the realtime follow-up; it is the more canonical representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the primary VibeVoice model bring-up and covers the core code paths shared by later VibeVoice work.", + "best_pr_reason": "PR #40546 is the best single representative because it covers the core VibeVoice model integration, Auto registrations, docs, and conversion/modeling code, whereas #42781 is a narrower realtime extension.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared filenames reflect common VibeVoice scaffolding, but 40546 implements the base model while 42781 adds Realtime/acoustic-tokenizer functionality; these are different concrete changes and should not be merged as duplicates." + "reason": "Related by model family, but the scope differs: #40546 adds the base VibeVoice integration, while #42781 adds VibeVoice Realtime plus additional acoustic tokenizer and generation changes. They are not the same concrete code-path fix/change and would not naturally be merged as one PR." } ] }, @@ -18226,12 +18265,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "d12e8776c103ae2f6f70c96c4360f50cde16416ee4b8fd3620436ad6542762b0", + "prepared_review_unit_hash": "2b5b54900cf10a49f7351da74b3b79e60ca7037367f29227026298f6927746ff", "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 }, @@ -18239,7 +18278,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18248,18 +18287,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated model-feature additions: one adds covariate forecasting to TimesFM, the other adds image classification support for DINOv3ViT. They do not appear to fix the same bug or implement the same change.", + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image-classification support. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these PRs target different models, different code paths, and different user-facing capabilities, so they are not duplicates of one another.", + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster because these changes target different code paths and different models; if forced to pick one representative, PR #41224 is slightly more mature and review-heavy, but it is not a duplicate of #40755.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global canonical representative for this cluster because the cluster is not a duplicate set; the changes are unrelated.", + "best_pr_reason": "PR #41224 is the better representative of the cluster only by activity/review maturity, not by semantic similarity. PR #40755 is a separate TimesFM feature and should stand alone.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features in different model families (TimesFM covariates vs. DINOv3 image classification); no shared bug or mergeable single fix." + "reason": "Different subsystems and different user-facing capabilities: TimesFM covariate forecasting vs DINOv3 image classification. No shared bug or mergeable fix path." } ] }, @@ -18354,7 +18393,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "c4d970101d2c9d8215176a3dd84f6829411405a359372a39bef79fc285918a36", + "prepared_review_unit_hash": "a12f1c0c2950bac8f1b29dd56fd7dc61a82e2bb233da35e41ad8c2ac0d356af3", "component_budget": { "node_count": 3, "item_count": 3, @@ -18376,24 +18415,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs for different models (DeepSeek OCR, Isaac, and Kimi2-6). They share the same scaffolding pattern, but they do not fix the same code-path problem and should not be merged as duplicates.", + "summary": "These are three unrelated model-addition pull requests (DeepSeek OCR, Isaac, Kimi2-6). They overlap on Transformers integration scaffolding, but they do not fix the same underlying code path, so the soft duplicate links should be rejected.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster contains three distinct model-onboarding PRs for different models, not duplicates of one change.", "best_issue_reason": null, - "best_pr_reason": "No duplicate canonical PR exists here; if a representative were needed, Kimi2-6 is the most mature/active PR, but it is still unrelated to the other model additions.", + "best_pr_reason": "None of these PRs are duplicate candidates; if a representative is needed, #45630 is the broadest and most mature model-addition PR, but it is still unrelated to the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model integrations (DeepSeek OCR vs Isaac) with different model files, tests, and implementation details; shared auto-registration/docs changes are just template overlap." + "reason": "Different model integrations (DeepSeek OCR vs Isaac). Shared auto-registry and docs wiring are generic onboarding boilerplate, not the same bug or change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model integrations (Isaac vs Kimi2-6). They touch the same infrastructure because all new models need registration, but they are not the same bug/change." + "reason": "Different model additions (Isaac vs Kimi2-6) with different files and code paths. Similar Transformers plumbing is too broad to treat as one mergeable PR." } ] }, @@ -18423,7 +18462,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "d1cd92a0c8e528983adfbd6d9246f8f0c7aa329e8232a9eefc2274cf7663c869", + "prepared_review_unit_hash": "72113ba88d837a217c6755e52a03ac5050d00020c7e6d506bbca75970307725a", "component_budget": { "node_count": 2, "item_count": 2, @@ -18445,18 +18484,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both touch GitHub Actions workflow maintenance, but they address different upgrades: one updates many official actions for Node 24 compatibility, while the other specifically bumps docker/build-push-action from v5 to v6. They overlap in some workflow files, but the underlying change is not the same.", - "confidence": 0.93, + "summary": "These are both GitHub Actions maintenance PRs, but they target different action families and different motivations: PR 42975 is a broad Node 24 compatibility upgrade for core workflow actions, while PR 42976 is a separate action-version refresh centered on Docker build workflows. They should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical PR because it is the broader, more directly stated maintenance change: upgrading multiple GitHub Actions to Node 24-compatible versions across many workflows.", + "canonical_pr_reason": "PR 42975 is the better anchor because it has the clearer, broader platform-maintenance scope (core workflow actions updated for Node 24 compatibility), while PR 42976 is a separate Docker/build-action upgrade.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of the cluster since its title and diff align with the shared workflow-action upgrade theme and it spans the larger, primary compatibility update.", + "best_pr_reason": "PR 42975 is the strongest representative of the cluster\u2019s workflow-maintenance theme; PR 42976 is narrower and focused on different actions and workflows.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: these are different changes. 42975 updates several GitHub Actions versions for Node 24 compatibility, while 42976 specifically bumps docker/build-push-action versions in docker image workflows. Shared workflow filenames are not enough to treat them as the same underlying fix." + "reason": "Do not treat as duplicates: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility across many workflows, whereas 42976 updates docker/build-push-action and related workflow actions. They touch overlapping YAML files but not the same underlying change or code path." } ] }, @@ -18493,7 +18532,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "4d937dd526e546603ee776f5b0606dd0349e55b5edde2cab03ee9a736739c6e3", + "prepared_review_unit_hash": "ab9b6807bf6d04df0fb14009849dfe7b5b099ebab0dc7ad6c1ccb6af408e2fe3", "component_budget": { "node_count": 4, "item_count": 4, @@ -18515,48 +18554,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are separate model-addition feature branches (ViT NEPA, Molmo, Molmo2, CTSM). They share generic Hugging Face boilerplate files like docs/toctree and auto registries, but they do not fix the same code-path problem or represent one mergeable duplicate change set.", + "summary": "These are four unrelated model-addition PRs. They share Hugging Face boilerplate updates (docs nav, auto mappings, tests), but each introduces a different model family and code path: ViT NEPA, Molmo, Molmo2, and CTSM.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different models and different implementation paths, so there is no single duplicate representative.", + "canonical_pr_reason": "No single canonical PR for the cluster: the PRs are distinct feature additions for different models, not duplicates of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the broadest/most complete feature addition, but it is still unrelated to the others; it is not a duplicate canonical choice.", + "best_pr_reason": "If one PR must be picked as the strongest representative, 43451 is the most substantial and review-heavy Molmo2 addition, but it still is not a cluster-level duplicate representative.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo). Shared auto/docs files are generic scaffolding, not the same underlying change." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared auto/docs files are boilerplate, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo2). Similar repository touchpoints do not indicate the same bug or feature." + "reason": "Different model additions with separate configs, modeling, and tests: ViT NEPA vs Molmo2." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions (ViT NEPA vs CTSM) with distinct modeling code; only boilerplate overlaps." + "reason": "Different model families and implementations: ViT NEPA vs CTSM; only shared registration/docs scaffolding." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by naming but are distinct model implementations with separate configs, processors, and tests." + "reason": "Molmo and Molmo2 are related in name but they add different model versions with distinct files and code paths, so not the same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model integrations; shared docs/auto registry edits are incidental." + "reason": "Molmo vs CTSM are unrelated model additions; overlap is limited to generic docs/auto-mapping plumbing." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model additions touching different concrete code paths, so they should not be merged as duplicates." + "reason": "Molmo2 and CTSM are separate model integrations with different implementations; shared files reflect repository plumbing only." } ] }, @@ -18589,7 +18628,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "cd838f89756a8732579eda3cbfd04b526b32b7f5cf46d5f1a2ce5fb1cac7c248", + "prepared_review_unit_hash": "53ce151febbe97ea03bd0e86640eee79e68e62a322b09331ad2228280f1fe64f", "component_budget": { "node_count": 3, "item_count": 3, @@ -18611,30 +18650,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No true duplicates here. The three PRs only share vague 'fix' language and some test-file overlap; their concrete code paths are unrelated (Whisper decoding, CLIP/ViT test placeholders, and FP8/Mistral dequantization).", + "summary": "These are three unrelated pull requests: one Whisper test/tokenizer fix, one clearly bogus test-only change, and one substantive FP8/dequant loading fix. None should be merged as duplicates; PR #44815 is the strongest canonical PR for the cluster.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44815 is the most substantive and self-contained fix, with real code-path changes across loading/FP8 quantization rather than test-only noise.", + "canonical_pr_reason": "PR #44815 is the only substantive change set with a concrete implementation focus (FP8/dequant logic across loading, quantization, and Mistral support). The other PRs are either narrow Whisper test/tokenizer work or obviously unrelated test edits.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44815 is the best representative of the cluster because it contains the clearest functional bug fix and the broadest meaningful implementation changes.", + "best_pr_reason": "PR #44815 has the clearest real bug-fix scope and the broadest concrete code-path coverage. It is the best representative of the cluster, even though the other PRs are not duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-related, but they target different models and different failure modes; 43291 is Whisper tokenizer decoding, while 43665 is placeholder assertions in CLIP/ViT tests." + "reason": "Whisper tokenizer/test changes and unrelated CLIP/ViT test edits do not fix the same underlying bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Different subsystems and different bugs: Whisper decoding/test cleanup versus FP8 dequantization and model-loading changes for Mistral4." + "reason": "Whisper decoding/tokenizer behavior is unrelated to the FP8/dequant loading and quantization fix in the other PR." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Shared test-file presence is not enough; 43665 is clearly unrelated test noise, while 44815 fixes a concrete quantization/dequant path." + "reason": "The CLIP/ViT test-only patch is unrelated to the FP8/dequant implementation fix; they do not plausibly merge into one PR." } ] }, @@ -18671,64 +18710,64 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "78bf2c97e96a779794363b9a269d31bb13fa34311ab51f6c5c851bd8958b0344", + "prepared_review_unit_hash": "965d4fd2eb121864f4da181556d950829cf4186ea005742a72dd71e06e9441a0", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12262, - "estimated_input_tokens": 3066, - "estimated_eval_tokens": 6388 + "serialized_chars": 12260, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12262, - "estimated_input_tokens": 3066, - "estimated_eval_tokens": 6388 + "serialized_chars": 12260, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated dummy/test or CI changes. The only seemingly close pair (45932 and 46100) still targets different code paths and test areas, so this cluster does not form a true duplicate set.", - "confidence": 0.91, + "summary": "These PRs are mostly unrelated dummy/test-infra changes; the shared ViT test file overlap is incidental, and there is no safe duplicate cluster here.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items span unrelated placeholder workflow, model, and test edits rather than one shared change.", + "canonical_pr_reason": "No canonical PR: the items split into several different synthetic changes (workflow/config, model code, and failing-test injections) rather than one shared fix.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global representative because the cluster is not one duplicate change set; the edits are heterogeneous and mostly artificial.", + "best_pr_reason": "PR 46114 is the broadest representative of the test-migration / CI-theme changes, but it still is not a reliable duplicate anchor because it does not match the other PRs\u2019 concrete edits.", "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46114", "accept": false, - "reason": "Both touch vit tests, but one is a repo-bot/version check PR and the other is CI/workflow plumbing plus model files; not the same underlying bug or fix." + "reason": "Both are synthetic test-related PRs, but 43488 is a setup/version tweak while 46114 is a multi-file test/CI migration; not the same change or bug." }, { "left": "pull_request:43488", - "right": "pull_request:46114", + "right": "pull_request:43532", "accept": false, - "reason": "Shared vit test filename is too broad; 43488 is a format/check PR while 46114 is a migration/OTEL test PR with many unrelated edits." + "reason": "Shared \"don't merge\" intent is not enough; one changes packaging/versioning, the other rewrites workflow and testing utilities." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Both are workflow-heavy test PRs, but they target different automation changes and test edits, not one concrete code-path problem." + "reason": "They both touch test infrastructure, but the concrete edits differ substantially across workflows, utilities, and unrelated model/test files." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Despite similar test-migration flavor, 45932 changes model/config/workflow code while 46100 only injects failing Vit test assertions; not mergeable as one fix." + "reason": "45932 adds OTEL/workflow plumbing and model code changes, while 46100 only injects failing assertions into ViT tests; different underlying changes." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": false, - "reason": "They share vit test files, but 46114 also changes CI, download, tensor-parallel, and hub/modeling utils; this is not the same underlying change." + "reason": "Both mention test migration, but 46100 is a small ViT test sabotage and 46114 is a broader multi-test/CI change; not mergeable as one PR." } ] }, @@ -18758,12 +18797,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "3401f7c792da6c9be101261c88e8e486ab67cb708db66a359926012da5a6669a", + "prepared_review_unit_hash": "c5f19abbf8de2f2cd29b625037c120f819e1f3cc4b737ae85d2d68b26622cc43", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18771,7 +18810,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18780,18 +18819,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in theme but not duplicates: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share some docs/registry scaffolding, but they target different pipelines, model integrations, and test suites.", - "confidence": 0.96, + "summary": "Two separate pipeline feature PRs in the same segmentation family: one for promptable concept segmentation and one for promptable visual segmentation. They share scaffolding, but they target different concrete pipelines and model/test coverage, so they should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No duplicate PR here; if one must be used as the cluster representative, PR #43613 is the broader and more concrete implementation (visual segmentation, multiple model integrations, and dedicated tests/docs).", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #43613 is the best representative because it is the more complete feature PR with wider code and model coverage. PR #43612 is a distinct concept-segmentation pipeline and not the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete features and code paths: concept segmentation vs visual segmentation. Shared documentation and pipeline-registration changes are generic setup, not evidence of the same underlying bug or change." + "reason": "Different features: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. Shared docs/pipeline scaffolding and adjacent filenames are not enough to treat them as the same fix/change." } ] }, @@ -18821,40 +18860,40 @@ "soft_pairs": [ "pull_request:43649|pull_request:46301" ], - "prepared_review_unit_hash": "44ca84e5cd37c4b3128aabff85acc44b31031ed113e983abd2a46bb74a474baf", + "prepared_review_unit_hash": "48b04474e099c854a3b832ba6105c08d3668f1b052f326ddfcdb3928dd1d4954", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4492, - "estimated_input_tokens": 1123, - "estimated_eval_tokens": 2502 + "serialized_chars": 4550, + "estimated_input_tokens": 1138, + "estimated_eval_tokens": 2532 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4492, - "estimated_input_tokens": 1123, - "estimated_eval_tokens": 2502 + "serialized_chars": 4550, + "estimated_input_tokens": 1138, + "estimated_eval_tokens": 2532 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open PRs are not duplicates: one is a workflow/test infrastructure change around new-failures reporting, while the other is a test/debugging change for tensor-parallel thread/process exit diagnostics. They touch different code paths and should not be merged together.", - "confidence": 0.88, + "summary": "The two pull requests are not duplicates: #43649 is a broad CI/workflow and failure-reporting change, while #46301 is a separate CircleCI/test-marker update for tensor-parallel coverage.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43649 is the better canonical PR because it has a concrete, descriptive title and a focused workflow/test infrastructure change, whereas #46301 is generic and appears to be a narrower debugging-oriented update.", + "canonical_pr_reason": "#46301 is the tighter, more self-contained PR, but it is not a duplicate of #43649; the two changes target different CI/test paths and would not naturally merge into one fix.", "best_issue_reason": null, - "best_pr_reason": "PR #43649 is the strongest representative of the cluster because it is more substantively described and more likely to be the intended change, while #46301 is too vague to serve as a good anchor.", + "best_pr_reason": "#46301 is the better representative of the cluster only in the sense that it is more focused; #43649 is broader and touches several unrelated workflow/test files.", "soft_edge_verdicts": [ { "left": "pull_request:43649", "right": "pull_request:46301", "accept": false, - "reason": "Different problems and code paths: #43649 edits CI/workflow scripts and test reporting utilities, while #46301 adds tensor-parallel test diagnostics and process-exit handling. They are not plausibly one merged PR." + "reason": "Different underlying changes: #43649 updates self-comment CI and failure-reporting workflows/tests, while #46301 changes CircleCI test selection and tensor-parallel mixin tests. They do not fix the same concrete bug or code path." } ] }, @@ -18884,40 +18923,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "1693a39d3589f776ccde23e52a47910e758be83eac8448d202d1fc099ed5d131", + "prepared_review_unit_hash": "cdc9ec597edd2b276a343014c7f2108853da706165b01e9c104ea08fb7d76c21", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct trainer extensibility PRs in the same file, but they address different code paths: gradient-accumulation loss scaling vs. signature-column filtering. Similar pattern, not a duplicate change.", - "confidence": 0.95, + "summary": "These are two unrelated trainer.py PRs: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They share a file and a broad subsystem, but not the same underlying bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for a duplicate cluster: PR 43651 changes loss scaling in training_step, while PR 43663 changes column filtering/signature inspection.", + "canonical_pr_reason": "PR #43651 is the better representative of the cluster because it makes a focused behavioral change in training_step with a clear bug-fix motivation, whereas #43663 is a separate extensibility refactor around input-column filtering.", "best_issue_reason": null, - "best_pr_reason": "No best PR as a duplicate representative; the PRs solve different problems and should be triaged separately.", + "best_pr_reason": "PR #43651 is the stronger standalone candidate: it targets a concrete training-time loss-scaling path and is easier to treat as the cluster's representative change.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying trainer behaviors: one controls gradient accumulation loss normalization, the other controls input column filtering for custom/PEFT trainers. Shared file and similar refactor pattern are not enough to treat them as the same change." + "reason": "Reject: these modify different Trainer code paths and solve different problems\u2014gradient accumulation loss scaling vs. signature-column filtering/override hooks. They are not the same underlying fix and would not plausibly be merged as one PR." } ] }, @@ -18947,7 +18986,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "17d3ea9804249ac40065f63b84bef3f8103ac7232f331fa57ab611abc1f69503", + "prepared_review_unit_hash": "04458fae4bb3f6a9efbb45a28b570702bc4ee74d47b8b6e5cbe5eb811b13f12e", "component_budget": { "node_count": 2, "item_count": 2, @@ -18969,27 +19008,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs touch the same file and both relate to annotation/type-related `NameError` risk, but they do not appear to fix the same concrete bug or code path. PR #43656 is a broader `from __future__ import annotations` cleanup with multiple type-hint adjustments, while PR #43842 specifically fixes the `TypeAdapter` import/annotation issue in `_validate_request`.", - "confidence": 0.94, + "summary": "These are two different CLI typing/name-resolution fixes in the same file, not the same underlying change: one targets a pydantic/TypeAdapter import annotation issue, the other is a broader forward-reference typing cleanup.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more direct and narrowly scoped fix for the reported `TypeAdapter` NameError in `src/transformers/cli/serve.py`, matching the explicit target without the broader annotation cleanup in PR #43656.", + "canonical_pr_reason": "pull_request:43842 is the more canonical PR because it directly addresses the reported TypeAdapter NameError when pydantic is not installed, with a minimal targeted fix in the validator annotation/import path.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 best fits the concrete runtime failure because it addresses the specific `TypeAdapter` annotation/import problem in the affected function, rather than making a broader module-wide typing change.", + "best_pr_reason": "pull_request:43842 is the best representative because its diff and title align tightly with the concrete runtime error it claims to fix; pull_request:43656 is a separate typing/annotation adjustment in the same module.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Related by file and general annotation safety, but not the same underlying bugfix. #43656 is a broad deferred-annotations/type-hint cleanup, whereas #43842 targets a specific `TypeAdapter` NameError in a different code path, so they should not be merged as duplicates." + "reason": "Shared file alone is not enough here: 43656 changes general typing/forward-reference annotations, while 43842 specifically fixes TypeAdapter handling when pydantic is absent. They do not appear to be the same underlying bug or mergeable as one fix." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The packet supports that both PRs touch `src/transformers/cli/serve.py` and address annotation-related runtime `NameError` risk, but the summary overstates the relationship. PR #43656 adds `from __future__ import annotations` and cleans up several unrelated type hints; PR #43842 specifically handles `TypeAdapter` in a different function. That is related, but not clearly the same bugfix or the same affected code path. The soft-edge accept is too strong given the evidence, so this should be rejected as an overreach." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -19175,307 +19211,391 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "0230e55b264c40d59ffc9140f036c1905ad0b40f56c3249c6612375bee23bb1f", + "prepared_review_unit_hash": "978f12ff6f3e9e2e7575b23bed15c6b487f00be33cc01c13b8d09f09b6da2db5", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84897, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75094, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a wave of model-specific refactors to standardized output tracing around issue #43979, not true duplicates across different architectures. The only clear duplicate-like overlaps are within the GPT-Neo and GPT-J refactor series.", + "summary": "This cluster is mostly a set of separate, model-specific refactors to standardized output tracing. The strongest duplicate subgroup is GPT-Neo, and the GPT-J/CodeGen subgroup is also plausible, but acceptance should stay limited to clearly overlapping concrete refactors.", "confidence": 0.84, - "canonical_issue_reason": "Issue #43979 is the shared tracking issue repeatedly referenced by the refactor PRs and captures the common output-tracing migration.", - "canonical_pr_reason": "PR #44722 is the strongest representative of the GPT-J/CodeGen subset: explicit issue-linked, broadest same-code-path coverage, and it subsumes the smaller GPT-J-only variants.", - "best_issue_reason": "#43979 is the best issue anchor because it unifies the common standardized output tracing change across the model-specific PRs.", - "best_pr_reason": "PR #44722 is the best single PR representative because it is the most complete GPT-J/CodeGen implementation of the shared tracing refactor.", + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best canonical anchor for the GPT-J/CodeGen subgroup because it is the most complete and recent iteration, spans both modeling_gptj.py and modeling_codegen.py, and directly targets #43979.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best single PR representative for the real duplicate cluster: it captures the broad GPT-J/CodeGen output-tracing refactor more completely than the earlier GPT-J-only iterations, while the rest of the cluster is mostly other model-specific refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; same broad refactor theme but not the same concrete code path." + "reason": "Different model-specific refactors; only the generic output-tracing theme overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different architectures and files; only share the issue theme, not a duplicate change." + "reason": "Different model-specific refactors; the shared tracing theme is too broad." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Both target GPT-J output-tracing refactoring in the same file; these are close enough to merge into one PR." + "accept": false, + "reason": "Same GPT-J file, but 44066 is the broader GPT-J/CodeGen refactor while 44085 is a narrower GPT-J-only variant; the overlap is only a shared slice of the file, not one mergeable change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet vs EfficientNet are separate model implementations, so this is not the same change." + "reason": "Different image-model code paths; same output-tracing theme only." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths despite similar decorator migration." + "reason": "Different model families and concrete code paths; only the standardized-output pattern overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model code paths; same output-tracing framework, not the same bug or change." + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated concrete refactors." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa V2 are unrelated implementations." + "reason": "Different model families and concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; same pattern, different model-specific code." + "reason": "GPT-J/CodeGen vs MGP-STR are unrelated concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate refactors in different code paths." + "reason": "GPT-J/CodeGen vs MPT are unrelated concrete code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model and file; they look like overlapping implementations of the same change." + "reason": "Both are GPT-Neo output-tracing migrations; 44068 looks like the same concrete refactor path with later cleanup/tests and could plausibly be merged into one PR." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model families and code paths." + "reason": "GPT-Neo vs GPT-J/CodeGen are different concrete refactors." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different underlying implementations." + "reason": "GPT-J/CodeGen vs GPT-Neo are different model-specific refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are separate model-specific refactors." + "reason": "GPT-J/CodeGen vs MGP-STR are unrelated concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model implementations." + "reason": "ResNet vs GPT-J are unrelated concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated code paths." + "reason": "GPT-Neo vs ResNet are unrelated model-specific refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model refactors." + "reason": "ResNet vs MPT are unrelated concrete changes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; different models and code paths." + "reason": "GPT-Neo vs Flaubert are unrelated concrete refactors." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model changes." + "reason": "GPT-Neo vs Flaubert are unrelated concrete refactors." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + "reason": "GPT-Neo vs GPT-J/CodeGen are different concrete code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate model-specific changes." + "reason": "MPT vs GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are not the same concrete code-path change." + "reason": "GPT-Neo vs GPT-J are different model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model implementations." + "reason": "GPT-Neo vs MGP-STR are unrelated concrete changes." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths." + "reason": "GPT-Neo vs MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J are unrelated concrete changes." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR share only the high-level tracing theme." + "reason": "GPT2 vs MGP-STR are unrelated concrete refactors." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated model refactors." + "reason": "GPT-J vs MGP-STR are unrelated concrete changes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model code paths." + "reason": "ViLT vs Flaubert/XLM are unrelated concrete changes." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate implementations." + "reason": "GPT2 vs GPT-J/CodeGen are unrelated concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT are different model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated models." + "reason": "SegFormer vs GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different code paths." + "reason": "SegFormer vs LongT5 are unrelated concrete changes." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are separate model changes." + "reason": "SegFormer vs VisualBert are unrelated concrete changes." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model implementations." + "reason": "GPT-Neo vs MPT are unrelated model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBert are unrelated." + "reason": "RegNet vs VisualBert are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM are unrelated concrete changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM are unrelated concrete changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 vs GPT-Neo are different concrete refactors." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM vs LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer vs GPT-Neo are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT are unrelated concrete code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo are unrelated model-specific refactors." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are separate model code paths." + "reason": "MPNet vs LongT5 are unrelated concrete changes." }, { - "left": "pull_request:44019", - "right": "pull_request:44085", + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo vs LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "ResNet and GPT-J are unrelated implementations." + "reason": "SqueezeBert vs VisualBert are unrelated concrete code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa are unrelated concrete refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa V2 and SpeechT5 are different model code paths." + "reason": "DeBERTa vs SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa V2 and ViTS are unrelated changes." + "reason": "DeBERTa vs ViLT are unrelated concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor; 44722 is a broader version of the same change and could absorb 44066." + "reason": "Same GPT-J/CodeGen output-tracing refactor family; 44722 looks like the fuller iteration and can plausibly absorb the earlier GPT-J slice." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J tracing refactors on the same file; one is a narrower subset of the other." + "reason": "Same GPT-J output-tracing refactor family; both target the same concrete code path in modeling_gptj.py." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model changes." + "reason": "GPT-J vs SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different model families." + "reason": "Different model families and code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are separate code paths." + "reason": "Different model families and code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa V2 and SpeechT5 are unrelated implementations." - }, - { - "left": "pull_request:44044", - "right": "pull_request:44154", - "accept": false, - "reason": "DeBERTa V2 and ViTS are different model-specific changes." + "reason": "Different model families and code paths." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: #43979 is the shared issue anchor, and #44722 is a reasonable representative of the GPT-J/CodeGen subset. The accepted soft-edge pairs are conservative because they stay within the same model family and concrete file path, while the rejected pairs correctly avoid cross-architecture merges. I don\u2019t see evidence of overstated duplication." + "accept": false, + "feedback": "The overall cluster read is mostly grounded, but at least one soft-edge rationale is too strong. In particular, `44066` and `44085` both touch `src/transformers/models/gptj/modeling_gptj.py`, so describing them as having \u201cdifferent models and code paths\u201d overstates the separation. If you want to keep the pair rejected, the reason should be narrower (e.g. scope/iteration differences), not a full model-family mismatch. The GPT-Neo subgroup and the GPT-J/CodeGen subgroup are plausible, but the verdicts need to stay more conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19510,70 +19630,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "ff9895bccaac4a2a27dc1ca0e84108f6aa887f4fab9e4b840c08120915c89bc6", + "prepared_review_unit_hash": "44a953abd41f81c17278a6cd6181464db4dd8a42b780fc0aa484a5742caf6aac", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84897, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17124, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are model-specific refactors to standardized output tracing/capture APIs, but they target different architectures and code paths, so they do not look like duplicates of the same change.", - "confidence": 0.91, + "summary": "These are all model-specific PRs for the same broad refactor pattern: migrating output tracing to standardized capture/decorator helpers. They share theme and terminology, but each targets a different model/code path, so they should not be deduped as the same change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR spans the whole cluster; this one is a clear, representative standardized-output refactor with an explicit capture_outputs/can_return_tuple migration in a single model family.", + "canonical_pr_reason": "PR 44129 is the clearest representative of the set: it has an explicit issue link, a substantive output-tracing refactor, and good traceability compared with the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the clearest representative of the cluster theme: its title and diff directly describe the standardized output tracing refactor, and it is self-contained and readable as the cluster exemplar.", + "best_pr_reason": "PR 44129 is the strongest single representative of this cluster because it is explicitly tied to issue 43979 and concretely implements the standardized output capture migration.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are standardized-output refactors, but for different models (FocalNet vs ImageGPT) with different internals; they are related in pattern, not the same underlying bug/change." + "reason": "Both are standardized-output refactors, but they apply to different model implementations (FocalNet vs ImageGPT) and different forward paths, so they are not the same concrete change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations; these are parallel refactors to output tracing, not one concrete shared fix." + "reason": "These are separate model migrations (VisualBert vs TextNet). Similar refactor style, but not the same underlying bug or mergeable single PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs VisualBert touches different forward/output plumbing in different architectures, so they should not be merged as duplicates." + "reason": "MPNet and VisualBert are unrelated model-specific output-tracing updates; they share a theme, not a duplicate code-path fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are distinct model-specific refactors in different code paths; similarity is only at the abstraction level of output capture." + "reason": "MPNet and TextNet touch different model code paths, so this is not the same underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; the PRs share a migration pattern but not the same bug or change." + "reason": "RegNet and SqueezeBert are distinct model refactors; same helper migration pattern, but not the same concrete fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 address different model-specific output handling changes, so they are not the same concrete PR." + "reason": "SqueezeBert and SpeechT5 are different model-specific output-capture migrations; they are too broad to treat as duplicates." } ] }, @@ -19652,12 +19772,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "71d50e1d275f0aef8ae214efe6ebcb1dff9a1c825aea96da70d332bed8b2b029", + "prepared_review_unit_hash": "68d838d362ec6fea6954389f416bd371d3224a9f86ce4e7b2ca27cf2bb2ea961", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39780, + "serialized_chars": 39777, "estimated_input_tokens": 9945, "estimated_eval_tokens": 20146 }, @@ -19665,7 +19785,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39780, + "serialized_chars": 39777, "estimated_input_tokens": 9945, "estimated_eval_tokens": 20146 }, @@ -19674,252 +19794,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "A set of model-specific output-tracing refactors in different Transformers architectures; they share a theme but not the same underlying code-path change, so they should not be deduplicated together.", - "confidence": 0.97, + "summary": "These PRs all share a superficial 'refactor output tracing' theme, but they target different model families and distinct forward-path signatures; they are not duplicates of the same underlying fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the broadest representative of the cluster (depth_anything plus prompt_depth_anything), but the PRs are still separate model-specific refactors rather than duplicates.", + "canonical_pr_reason": "PR 44003 is the broadest and most representative of the cluster\u2019s theme, with substantive output-tracing changes across closely related Mamba-family files.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the closest exemplar of the shared theme because it spans a core model and its prompt variant, yet it is still not a mergeable duplicate of the others.", + "best_pr_reason": "PR 44003 is the best single representative if one needs a canonical item for this cluster, but it still should not be merged as a duplicate with the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (timm_backbone vs upernet); same refactor theme only, not the same code-path bug/change." + "reason": "Different model backends and forward paths; same refactor motif only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures (timm_backbone vs vision_text_dual_encoder); no shared concrete fix beyond output-tracing cleanup." + "reason": "Timm backbone vs vision-text dual encoder are unrelated code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models (timm_backbone vs univnet); these are separate per-model refactors." + "reason": "Different models; both tweak output handling but not the same bug." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and code paths (timm_backbone vs mamba/falcon_mamba); not the same bug/change." + "reason": "Timm backbone refactor is separate from Mamba-family tracing changes." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different models (timm_backbone vs rwkv); shared wording only, not a duplicate fix." + "reason": "Different architectures; no shared concrete defect." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated implementations; same tracing refactor pattern, but not the same change." + "reason": "MobileNetV1 and UnivNet have distinct forward implementations and outputs." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 vs UperNet are different model code paths; no single underlying bug." + "reason": "MobileNetV1 and UperNet are unrelated model paths." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (MobileNetV1 vs DepthAnything); not mergeable as one PR." + "reason": "Different model families; no single shared code-path problem." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different architectures (MobileNetV1 vs VisionEncoderDecoder); only generic output-tracing similarity." + "reason": "MobileNetV1 output tracing is unrelated to encoder-decoder refactors." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model code paths (MobileNetV1 vs SpeechEncoderDecoder); not the same concrete fix." + "reason": "Distinct models with different signatures and outputs." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "VisionTextDualEncoder and UnivNet are unrelated; they just share the refactor motif." + "reason": "Vision-text dual encoder and UnivNet are different code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and runtime paths (vision-text dual encoder vs upernet); not duplicates." + "reason": "Different model classes; same refactor pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "VisionTextDualEncoder vs Mamba/FalconMamba are different code bases and problems." + "reason": "Vision-text dual encoder is unrelated to Mamba-family output tracing." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (vision-text dual encoder vs depth-anything); no shared concrete bug." + "reason": "Different subsystems and forward signatures." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are distinct model implementations; same cleanup pattern only." + "reason": "UnivNet and UperNet do not share a concrete implementation bug." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "UnivNet vs Mamba/FalconMamba are different code paths; not a duplicate pair." + "reason": "UnivNet output refactor is separate from Mamba-family changes." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and DepthAnything are unrelated models; no common underlying change." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "UnivNet and CodeGen differ completely; the PRs are not mergeable into one fix." + "reason": "Different models and output contracts." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated architectures; only the same output-tracing theme overlaps." + "reason": "UperNet segmentation and RWKV language modeling are unrelated." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet vs Mamba/FalconMamba are different model code paths; not the same bug/change." + "reason": "UperNet and Mamba-family refactors affect different code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/FalconMamba and CodeGen are different models with different implementation details; no shared concrete fix." + "reason": "Mamba-family tracing changes and CodeGen cache/output changes are different fixes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "TimmBackbone and CodeGen are unrelated; only the refactor theme matches." + "reason": "Timm backbone and CodeGen touch unrelated model stacks." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different subsystems; not a duplicate PR." + "reason": "UnivNet and CodeGen have different output semantics and bugs." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are separate model implementations; same theme, different change." + "reason": "UperNet segmentation refactor is not the same as CodeGen cache/output refactor." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "VisionTextDualEncoder and CodeGen are unrelated code paths; no same underlying bug." + "reason": "Vision-text dual encoder and CodeGen are distinct code paths." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are different model families; the output-tracing refactor is separate in each." + "reason": "Depth Anything and Vision-Encoder-Decoder are separate model families." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything vs SpeechEncoderDecoder are unrelated models; not the same concrete change." + "reason": "Depth Anything and Speech-Encoder-Decoder do not share the same bug." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are different model paths; no mergeable duplicate." + "reason": "Depth estimation and SuperPoint feature extraction are unrelated." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything vs RWKV are different model implementations; same refactor motif only." + "reason": "Depth Anything and RWKV are unrelated architectures." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are distinct code paths; not the same bug/change." + "reason": "Depth Anything and DPR have different forward contracts." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are sibling wrappers but still separate code paths; not the same concrete fix." + "reason": "Encoder-decoder wrappers for vision and speech are different implementations." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder vs SuperPoint are unrelated models; only generic tracing refactor similarity." + "reason": "Vision encoder-decoder and SuperPoint are unrelated code paths." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are different architectures; not duplicates." + "reason": "Different model families with no shared concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are different model paths; no shared underlying bug." + "reason": "Vision encoder-decoder and DPR differ in both purpose and outputs." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model implementations; not the same change." + "reason": "Speech encoder-decoder and SuperPoint are unrelated subsystems." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are separate code paths; same cleanup theme only." + "reason": "Speech encoder-decoder and RWKV do not share a mergeable fix." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder vs DPR are different model families; not mergeable as one fix." + "reason": "Different model wrappers and output paths." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated models; no same concrete bug or change." + "reason": "SuperPoint and RWKV are entirely different models." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different implementations; only the refactor motif overlaps." + "reason": "SuperPoint feature extraction is unrelated to DPR retrieval encoding." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are distinct model code paths; not a duplicate pair." + "reason": "RWKV and DPR are different architectures with different output issues." } ] }, @@ -19952,7 +20066,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "4f176dfcee5d238fae6cd2309ba621c0a55075e74a9bd9f02f67cbd30bc8b6f0", + "prepared_review_unit_hash": "a716170a19e1284f09657545d173940580fa5ecf4923bdb1e289ea4abfae76bb", "component_budget": { "node_count": 3, "item_count": 3, @@ -19974,30 +20088,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS); they overlap on scaffolding files but do not look like the same change.", - "confidence": 0.98, + "summary": "All three PRs are separate model-integration additions (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). The overlap is limited to shared Transformer boilerplate such as auto-registry/docs updates, not the same bug or code path.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR adds a different model family and different implementation/code paths, so they are not duplicates.", + "canonical_pr_reason": "No canonical PR: these are distinct model-addition PRs for different architectures and do not appear to be duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the most self-contained/referenced (it targets an explicit issue), but it is still just a Voxtral TTS model addition and not a duplicate of the others.", + "best_pr_reason": "45075 is the strongest standalone representative only in the sense that it is a full model integration with substantial implementation, conversion, and test coverage; however, it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "PenguinVL vs Voxtral TTS are different model families with different tasks/code paths; shared auto-registration and docs scaffolding are not enough to treat them as the same change." + "reason": "Different model implementations for PenguinVL vs Voxtral TTS. Shared files are only registry/docs boilerplate, so they do not fix the same concrete code-path problem." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are unrelated model implementations; overlapping repo setup files do not indicate the same underlying bug or feature." + "reason": "PenguinVL and DeepSeek-OCR-2 are unrelated model additions. Similarities are limited to common auto-mapping and documentation plumbing, not the same underlying change." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 (OCR/vision-language) and Voxtral TTS (speech generation) fix/add different concrete capabilities, so they should not be merged as duplicates." + "reason": "DeepSeek-OCR-2 and Voxtral TTS add different model families with separate configs, modeling, and processors. The shared touchpoints are generic integration scaffolding only." } ] }, @@ -20027,12 +20141,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "bbb10481086ac862e35ef5db23838a2f7458671687e6fe339f98a3b74f4d457a", + "prepared_review_unit_hash": "8ccb753ab6fe5e69b80e15449e88547fdebfd49d92b38f707c65eb950ef8b4c3", "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 }, @@ -20040,7 +20154,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -20049,18 +20163,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by the general theme of module/kernel fusion, but they are not duplicates: one introduces a generic module fusion API, while the other implements a specific n-to-1 kernel-fusion path via `KernelConfig` and integration changes.", - "confidence": 0.92, + "summary": "These PRs are thematically related to module/kernel fusion, but they target different layers and likely different changes: one introduces a generic Module Fusion API, the other wires up n-to-1 kernel fusion through KernelConfig and model loading. They do not look like the same concrete bugfix or mergeable duplicate PR.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: #44979 is generic module-fusion infrastructure, while #45363 is a concrete `KernelConfig`-driven kernel-fusion implementation with different scope and code paths.", + "canonical_pr_reason": "PR 45363 is the better canonical representative because it implements the more concrete end-user feature path (KernelConfig-driven kernel fusion) across the actual integration and model-loading code, rather than only adding a standalone API layer.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the more concrete and directly user-facing feature implementation; it targets specific integration points (`modeling_utils`, `integrations`, `kernel_config`) rather than just API scaffolding.", + "best_pr_reason": "PR 45363 is the strongest standalone candidate: it has a clearer scoped feature, touches the runtime integration path, and includes an example demonstrating the fused-vs-original behavior.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but not the same underlying change: #44979 adds a generic module-fusion API, while #45363 implements a specific kernel-fusion mechanism and example. They would not plausibly be merged as one PR." + "reason": "Related fusion work, but not the same underlying change. 44979 adds a generic Module Fusion API and tests; 45363 implements KernelConfig-based n-to-1 kernel fusion across integrations/model loading. Different scopes and code paths, so not a duplicate PR pair." } ] }, @@ -20090,7 +20204,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "a40971f848bea24dcd1d5999eb9317972bd75b0daaf3b92d7c47bdb18fce6e7a", + "prepared_review_unit_hash": "b35bf2fbded94da0c544ac47797f2f99de1e6a13c6c7d3703f77dd42e50d952b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20112,18 +20226,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same concrete bug in `_patch_mistral_regex`: an `AttributeError` from accessing `tokenizer.backend_tokenizer.pre_tokenizer` instead of `tokenizer.pre_tokenizer`. They touch the same code path and target the same issue; the second PR is the more complete fix because it adds tests.", - "confidence": 0.98, + "summary": "Both pull requests address the same Mistral regex patch AttributeError in the same file and on the same code path; 45317 is the more complete version because it adds tests.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 but also includes test coverage, making it the more complete change set for the same bug.", + "canonical_pr_reason": "45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete representative of the change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative because it fixes the same underlying AttributeError and adds validation tests, while remaining focused on the same code path.", + "best_pr_reason": "45317 is the best PR candidate since it fixes the same concrete bug as 45086 and also includes accompanying tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same fix in the same function; 45317 is a superset with tests, so these are duplicate PRs for triage purposes." + "reason": "Same AttributeError fix in _patch_mistral_regex, same target issue, same code path, and the second PR is just the tested/expanded version of the first." } ] }, @@ -20153,12 +20267,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "916ae0b5f1abc23e16258a4afd9df30fbe086597b8edf555446e4f5301bb36b5", + "prepared_review_unit_hash": "0effe5c08ab4ce6a6bf7e453bd2226144828b07127568b45efc3c8ddcbe4591f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -20166,7 +20280,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -20175,18 +20289,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs overlap on NemotronH internals, but they are not the same change: #45115 is a targeted inheritance/refactor for NemotronH conversion and model wiring, while #45569 is a broader architectural split that introduces dedicated NemotronHDense/NemotronHSparse docs, configs, modeling, and tests. The shared files reflect the common base model area, not a duplicate fix.", - "confidence": 0.91, + "summary": "Both PRs touch Nemotron H internals, but they are not duplicates: #45115 is a narrow conversion/mapping and inheritance refactor, while #45569 is a broader model-family split introducing dedicated dense/sparse variants, docs, auto-mapping updates, and tests.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the more complete and representative PR in this cluster because it encompasses the larger NemotronH family restructuring and the new dense/sparse model split, whereas #45115 is a narrower prerequisite-style refactor.", + "canonical_pr_reason": "PR #45569 is the more comprehensive and representative change for the Nemotron H family work: it adds the dense/sparse model variants, updates docs and auto-mapping, and includes tests, making it the better canonical PR for this area.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the best PR to represent the cluster overall because it carries the main user-facing architectural change; #45115 is a smaller internal refactor and does not appear to fix the same concrete code-path problem.", + "best_pr_reason": "PR #45569 is the best single representative because it covers the full user-visible model restructuring, not just the underlying conversion/mapping cleanup. PR #45115 is a narrower implementation step and not a duplicate of the larger split.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files are not enough here: #45115 only adjusts conversion mapping and inheritance/refactoring, while #45569 introduces separate NemotronHDense/NemotronHSparse implementations, docs, and tests. They are related but not the same underlying change and would not plausibly merge as one duplicate PR." + "reason": "Shared Nemotron H files and broad theme, but the concrete work differs: #45115 adds checkpoint conversion mappings and inheritance-related refactoring, while #45569 introduces the actual NemotronHDense/NemotronHSparse split plus docs, auto mappings, and tests. Not the same underlying change and not safely mergeable as one PR." } ] }, @@ -20216,12 +20330,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "6f62d14a7f04022feb8d9910f64e5d515a5b2fb217bcd7537b73768d90cbbab5", + "prepared_review_unit_hash": "328b2aaa3e32b3613bffc06bed7c221f390aae34a3270800a8c0e42515f50da1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20229,7 +20343,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20238,18 +20352,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are closely related, but they are not the same change: one adds heterogeneous config support, while the other adds broader heterogeneous model/runtime support on top of that. The overlap in configuration files/tests reflects dependency, not duplicate scope.", + "summary": "These are related but not duplicate PRs: one introduces heterogeneous per-layer config primitives, while the other wires heterogeneous configs into model/cache/masking behavior. They look like consecutive parts of the same initiative, not the same concrete change.", "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader superset: it includes heterogeneous per-layer config handling plus modeling/cache changes, so it better represents the main combined feature work.", + "canonical_pr_reason": "45332 is the broader end-to-end feature PR: it integrates heterogeneous layer handling into cache/modeling/masking paths and includes the more complete user-facing behavior. 45333 is the narrower config-only foundation.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best standalone representative because it covers the larger end-to-end heterogeneous support effort rather than only the config layer.", + "best_pr_reason": "45332 is the best representative PR for the cluster because it covers the substantive runtime support for heterogeneous models, not just the config plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but distinct scope: #45333 is config-only, while #45332 adds broader modeling/cache support and cannot be merged as the same concrete change." + "reason": "45333 adds per-layer configuration support and helper plumbing, while 45332 adds separate model/cache/masking integration. They share the same initiative and files, but not the same concrete code-path fix/change, so they should not be merged as duplicates." } ] }, @@ -20279,7 +20393,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "511e3f8c507e7ec32c9f340a13916df3b43bc1e0e81fde56e8c2a0279d05709e", + "prepared_review_unit_hash": "e0c41e4520cfa97aec46a354914cecec868e814619d1204d71a3a17cc28e41ea", "component_budget": { "node_count": 2, "item_count": 2, @@ -20301,18 +20415,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs, but they address different changes: #45415 is a broad type-checking sweep across many files plus pyproject typing-ignore config, while #45425 adds specific typing protocols and model-integration helpers in a narrower area. They are similar in theme, not the same underlying change.", - "confidence": 0.94, + "summary": "These are related only at a broad typing-cleanup level, not the same concrete change. PR 45415 is a wide type-checking sweep across many files, while PR 45425 is a focused typing protocol/update for modeling_utils and related integrations.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#45425 is the more focused, concrete typing change; #45415 is a broad repo-wide type-checking cleanup with different scope and intent.", + "canonical_pr_reason": "PR 45425 is the more focused, concrete change: it adds specific typing protocols and updates the affected code paths around modeling_utils/PEFT integration.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the better representative of a single code-change topic because it introduces specific typing abstractions and targeted integrations, whereas #45415 is a sweeping lint/type cleanup across many files.", + "best_pr_reason": "PR 45425 is the best representative because it targets a single typing compatibility problem, whereas 45415 is a broad repo-wide type-checking pass.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing theme only. #45415 is a broad type-checking/config sweep across many modules; #45425 adds specific protocols and model-related typing support. They are not the same concrete fix and would not merge cleanly as one PR." + "reason": "Different scope and likely different underlying work: 45415 is a broad type-checking sweep, while 45425 is a targeted typing/API compatibility change. Shared files alone are not enough to merge them into one PR." } ] }, @@ -20342,12 +20456,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "5bcf75ac29f6f8c917aa310484afae783d9d502c4ca19b6223e5f247f92a143d", + "prepared_review_unit_hash": "70a07e9b46a353dbfcbb3ed486a2fed087f72cd0c65aee70bab0feda2ea6e85f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4859, + "serialized_chars": 4858, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20355,7 +20469,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4859, + "serialized_chars": 4858, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -20364,18 +20478,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs with a similar cache-aware decoding theme, but they fix different model families and different code paths: Qwen3.5/Qwen3-next/Olmo hybrid vs. Mamba2. They are not duplicates.", - "confidence": 0.97, + "summary": "Two open PRs both touch cached-forward edge cases with seq_len>1, but they target different model families and different code paths: Qwen/Olmo GDN linear attention vs. Mamba2 CUDA kernel forwarding. They are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these changes target different bugs in different model implementations rather than one shared fix.", + "canonical_pr_reason": "PR #46084 is the clearest canonical PR: it has an explicit issue target (#46032), a narrowly scoped fix in one model, and the diff directly addresses the seq_len>1 cache path.", "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the cleaner representative of its bug class: it has an explicit issue target (#46032) and a narrowly scoped fix/test for Mamba2 cache handling with seq_len > 1.", + "best_pr_reason": "PR #46084 is the best representative of a concrete bug fix because it is tightly scoped, explicitly tied to an issue, and focused on a single cache-guard condition in Mamba2.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both involve cached forward logic, but they act on different architectures and different concrete paths; this is a theme match, not the same underlying change." + "reason": "Both discuss cached multi-token forwarding, but they fix different implementations in different architectures. #45513 is about GDN linear attention in Qwen3.5/Qwen3-Next/Olmo Hybrid, while #46084 is about Mamba2 CUDA-kernel cache handling. The code paths and bugs are not the same, so they should not be merged as duplicates." } ] }, @@ -20405,7 +20519,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "c6a0c4f60ad0a9a7d9d66f03287bb9cb114a0937cc6695b7c2d98d3b8eb95227", + "prepared_review_unit_hash": "a71b194d9c58fa1eaf364e01fad75e51038e944a515d3873ba911fb23f2451a1", "component_budget": { "node_count": 2, "item_count": 2, @@ -20427,18 +20541,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs share an expert-parallelism theme, but they fix different loading bugs in different distributed paths: DeepSpeed ZeRO-3/accelerate launch vs FSDP2 rank-0 broadcast overwriting experts.", - "confidence": 0.94, + "summary": "These are related EP-loading fixes, but they target different failures and code paths: one is about DeepSpeed ZeRO-3/accelerate launch serialization and detecting EP, the other about FSDP2 rank-0 broadcast overwriting expert parameters during model loading. They are not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it targets a concrete, multi-file loading bug in the expert-parallel/FSDP2 path with direct code-path fixes.", + "canonical_pr_reason": "PR 45662 is the broader and more concrete EP fix: it addresses a specific parameter materialization bug during distributed loading and includes the core loader change in addition to supporting EP-related adjustments.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the stronger standalone PR: it addresses a specific failure mode, changes the relevant loader/integration code, and has the broader technical scope.", + "best_pr_reason": "PR 45662 is the best representative of the cluster because it fixes an explicit, reproducible code-path problem with expert parameters being overwritten during distributed loading; the other PR is a separate EP/DeepSpeed compatibility fix.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern EP loading, but they fix different underlying problems and code paths. 45548 adds distributed_config serialization and a has_ep property for DeepSpeed ZeRO-3/accelerate launch; 45662 prevents expert parameters from being overwritten after FSDP2 sharding. They are related but not the same change." + "reason": "They share EP-related infrastructure, but the underlying bugs differ: 45548 is about EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while 45662 fixes FSDP2 rank-0 broadcast overwriting experts during loading. Different failure mode, different fix path." } ] }, @@ -20468,12 +20582,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "54a222fd9d42d89a0b3adfffb13c6197699d0a7326e7671ec31f9bc19c0ad063", + "prepared_review_unit_hash": "c9e9eb7ad4b10cb064783dfbe8d3d89a69cccc03c609eddb0dd6f45837277a42", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20481,7 +20595,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20490,18 +20604,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist/captured_info collision in testing debug artifacts; PR 45645 is the broader, more complete fix, while 45639 is a narrower subset.", - "confidence": 0.89, + "summary": "Both PRs address the same xdist collision problem around captured_info logs; PR #45645 is the broader, more complete fix and subsumes the targeted testing_utils change in #45639.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe captured_info fix plus the CI/workflow adjustments needed to consume the new per-worker artifact layout.", + "canonical_pr_reason": "PR #45645 is the best canonical PR because it includes the core xdist-safe change in src/transformers/testing_utils.py plus the CI/workflow updates needed to consume multiple captured_info files, making it the most complete representation of the fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best overall PR here since it covers the same underlying bug and includes the downstream handling changes, making it the most complete representative of the fix.", + "best_pr_reason": "PR #45645 is the strongest overall candidate: it covers the same underlying bug as #45639 and adds the surrounding CI handling needed to preserve/debug the logs end-to-end.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist collision bug for captured_info artifacts; 45645 is a superset that adds the workflow-side log collection changes, so these are plausibly merged into one PR." + "reason": "Same underlying xdist-safe captured_info logging fix; #45645 clearly subsumes #45639 by including the testing_utils change and adding the CI-side artifact handling for multiple captured_info files." } ] }, @@ -20533,12 +20647,12 @@ "pull_request:45720|pull_request:46259", "pull_request:46023|pull_request:46259" ], - "prepared_review_unit_hash": "ec48c4c91aa9b458922469d94ef2c2269a42e310411e32afbb2d17229c2455bd", + "prepared_review_unit_hash": "521f8f14bb2c7e5ff116ac31a78d029ce2dcfdb06fd1c393e058bac68a80e8b3", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10912, + "serialized_chars": 10910, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -20546,7 +20660,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10912, + "serialized_chars": 10910, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -20555,24 +20669,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all linter/rule-related, but they target different underlying checks: TRF003 tuple-return behavior, TRF016 dead do_* flags in image/video processors, and TRF018-related modeling-rule additions. The only close pair (46023 vs 46259) shares infra/docs files but not the same bug/change.", - "confidence": 0.93, + "summary": "All three PRs are separate linter/modeling-rule changes, not duplicates: 45720 targets TRF003 for model forward tuple handling, 46023 targets TRF016 for image/video processor flag consumption, and 46259 targets a different modeling rule (TRF018). The overlap is mostly shared docs/rule infrastructure, not the same underlying fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46259 is the best representative of the linter-rule cluster: it is the latest and broadest rule addition, with the clearest shared rule-doc/config footprint.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46259 is the strongest standalone candidate because it adds the most complete rule implementation and touches the widest set of affected model files.", + "best_pr_reason": "46259 is the best standalone representative of the cluster because it is a complete rule-introduction PR with broad rule-doc and model updates, but it is not duplicate-equivalent to the others.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different rule families and code paths: 45720 is about can_return_tuple / forward return handling, while 46259 is about dead do_* preprocessing flags. Same repo area, not the same change." + "reason": "Different linter rules and different code paths: TRF003 for model forward signatures/return tuples vs TRF018 for processor flag usage. Shared files are only broad modeling-rule infrastructure." }, { "left": "pull_request:46023", "right": "pull_request:46259", "accept": false, - "reason": "Both are linter-rule updates, but TRF016 and TRF018 target different dead-flag patterns and different model families. Shared docs/config files are not enough to treat them as the same fix." + "reason": "Both touch modeling_rules.md and rule scaffolding, but they fix different checks: TRF016 for image/video processor do_* flags vs TRF018 for another rule. Not the same concrete change." } ] }, @@ -20671,12 +20785,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "07510306d928c2f5e834f787a267a7144ccc17e37e2c20d3bd41e922a3df4957", + "prepared_review_unit_hash": "fb83ebda670d8adcb3902ceea5c9034e53e12c74e2f2b40c980a6383212a2fcd", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8082, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -20684,7 +20798,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8082, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -20693,30 +20807,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are about enabling SDPA dispatch, but they target different model families and code paths, so they are not duplicates. The broadest and most complete PR is the wav2vec2_conformer/SeamlessM4T one, but the others remain separate changes.", - "confidence": 0.93, + "summary": "These are three separate model-specific PRs adding SDPA dispatch support, not duplicates of the same concrete change. They share a feature theme, but each targets different code paths and test/docs surfaces.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest and most developed change, covering multiple related speech/text models and including corresponding tests, so it is the best representative PR in this cluster.", + "canonical_pr_reason": "pull_request:46196 is the broadest and most representative of the SDPA rollout, covering multiple model families and associated tests, so it is the best canonical PR if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 has the widest scope and the most supporting test coverage, making it the strongest single PR candidate for the cluster.", + "best_pr_reason": "pull_request:46196 is the strongest representative because it spans more than one model implementation and includes the most evidence of a completed feature rollout; the others are narrower, model-specific subsets.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both are SDPA-dispatch work, but one is for CTRL and the other for T5; they touch different model implementations and are not the same fix." + "reason": "Both are SDPA-dispatch PRs, but they patch different model implementations (CTRL vs T5) with distinct code paths; same feature theme is not enough to treat them as duplicates." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "These target different model families and code paths (CTRL vs wav2vec2/SeamlessM4T), so they are related by theme only, not by duplicate bug or mergeable change." + "reason": "CTRL-only SDPA support and the wav2vec2/SeamlessM4T SDPA support touch unrelated model code paths; they are separate feature PRs, not one underlying fix." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch is a separate model-specific implementation from wav2vec2/SeamlessM4T SDPA dispatch; they should not be merged as one PR." + "reason": "T5 SDPA dispatch and wav2vec2/SeamlessM4T SDPA dispatch affect different architectures and tests, so they should not be merged as duplicates." } ] }, @@ -20746,12 +20860,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "fbc28c5a4e709e299c8619d729d978b7544290cce05b9f6131fd619f63a20d60", + "prepared_review_unit_hash": "252ae9f53a78c89b23bbbd8423e869adc11f3c9f9b79f6a03232490e9af2d0b9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -20759,7 +20873,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -20768,18 +20882,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two pull requests only weakly overlap on distributed files, but they are not the same change: one is a focused EP/trainer integration PR, the other is a broad distributed branch-base PR with many unrelated edits.", - "confidence": 0.94, + "summary": "The two PRs overlap on distributed-code files, but they are not the same concrete change: #46126 is a focused EP/Trainer integration patch, while #46269 is a broad distributed branch base with many unrelated edits.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the focused, concrete EP + trainer integration change; it has a narrow implementation footprint and a clear purpose, unlike the broad branch-base PR.", + "canonical_pr_reason": "#46126 is the cleaner representative of the cluster because it is a narrow, self-contained feature patch with a specific EP/Trainer integration goal; #46269 is a much broader umbrella branch touching many unrelated distributed areas.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative of the cluster because it targets a specific distributed feature path, whereas #46269 is an umbrella branch-base carrying many unrelated distributed changes.", + "best_pr_reason": "#46126 is the best candidate for a single concrete change because its scope is focused and internally coherent, whereas #46269 is too broad to serve as a good duplicate/merge target for the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames do not indicate the same underlying bug or mergeable change. #46126 is a focused EP/trainer integration patch; #46269 is a broad distributed base branch spanning FSDP, CI, integrations, and model files, so they should not be merged as duplicates." + "reason": "Shared distributed filenames are not enough here; the titles and diffs show different scopes. #46126 targets EP + Trainer integration, while #46269 is a large distributed branch base spanning FSDP, MoE, loading, generation, CI, and more. They do not look mergeable as one PR for the same bug/change." } ] }, @@ -20809,12 +20923,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "2f9fc36c5298bb9fd52f0c9e7d4510960a64880b00bd4ba1b98fe63048508fd3", + "prepared_review_unit_hash": "cea62eff1047af9d67d781aa39ebb59d3fd0b0800528e99511633b22307c7fac", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -20822,7 +20936,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -20831,18 +20945,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs replace direct source-file opening with safer source/resource inspection, but they target different code paths and different behaviors, so they are related in theme rather than duplicates.", - "confidence": 0.92, + "summary": "Two open PRs share the broad theme of replacing direct file-open source inspection, but they fix different code paths: one in `import_utils.py` for resolving package resources, the other in `modeling_utils.py` for attention-implementation support checks. They are related conceptually, but not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the stronger representative: it has a clearer, narrower concrete behavior change in _can_set_attn_implementation and includes tests, making it the better canonical PR for this cluster.", + "canonical_pr_reason": "PR #46207 is the cleaner representative of its own change: it makes the `_can_set_attn_implementation` source check safer and includes tests, while staying focused on one concrete behavior in `modeling_utils.py`.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the best standalone example of the cluster\u2019s theme because it cleanly addresses one source-reading heuristic with test coverage; PR 46152 is a separate implementation in a different module.", + "best_pr_reason": "PR #46207 is the best fit for the cluster as a representative PR because its intent is explicit, scoped to a single code path, and backed by tests; PR #46152 is a separate infrastructure change in a different module.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Same general pattern (avoid open() on source), but they fix different functions in different files with different semantics: import_utils resource resolution vs modeling_utils attention-implementation detection. They are not the same underlying bug and would not plausibly be merged as one PR." + "reason": "They both avoid `open()` for source-related logic, but they modify different modules and solve different problems: resource traversal in `import_utils.py` versus attention-implementation detection in `modeling_utils.py`. Shared theme is not enough to treat them as the same PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 55e6fd9e9224316dc24d4059ba39b1a3b87d7757..eb17c38b2ad89c41eba0bc4a31958028bda220b2 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260531t000035z", + "analysis_id": "hybrid-model-20260531t060031z", "archived_artifacts": { - "hybrid": "snapshots/20260531T000035Z/analysis-runs/hybrid-model-20260531t000035z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260531T000035Z/analysis-runs/hybrid-model-20260531t000035z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260531T060031Z/analysis-runs/hybrid-model-20260531t060031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260531T060031Z/analysis-runs/hybrid-model-20260531t060031z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": 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The only clear duplicate cluster is the DeepSpeed ZeRO-3 index-out-of-bounds reports around Bert/Gemma3 model loading; the docs, dtype-mismatch, MoE, and API issues are distinct.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43638 is the clearest/broadest phrasing of the shared ZeRO-3 loading bug, with the same \"index 0 out of bounds for dimension 0 with size 0\" failure pattern as the other Bert/Gemma3 reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43638 is the best representative issue because it states the concrete failure mode and scenario most clearly while matching the other ZeRO-3 index-error reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: missing config field vs streaming chat API behavior." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different bugs: AMD GPU inference failure vs MPS histogram op on Int tensors." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both are model/runtime failures, but the triggers and error classes differ." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different concrete dtype-mismatch path and model; not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model failures with no shared code-path indicated by the titles." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model-specific runtime problems; no evidence of the same underlying bug." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export failure vs FP8 config failure are different issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different models and error modes; not the same bug." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Both are issue-style reports, but one is a task crash and the other is outdated docs/examples." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they concern different removed features." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error vs missing GenerationMixin import are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT input-embedding unpacking and resume-training trust-remote-code are different problems." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape mismatch and device-mapping mismatch are different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different runtime errors: zero-size index error vs mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different problem domains and error signatures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Zero-3 loading IndexError vs TP-only MoE issue are not the same bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template mismatch and training-resume issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 load IndexError vs resume/trust-remote-code issue are different." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Config field regression vs training-resume issue are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug and ModernBERT ONNX export bug are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is a zero-size index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 loading IndexError ('size 0'/'index 0 out of bounds') on Bert models; same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save mismatch are different issues." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy path and TP-only MoE issue are different code paths." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Unrelated model/runtime failure vs LoRA merge/save inconsistency." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed failures: weight shape error vs collective mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor recomputation and mask-shape mismatch are different bugs." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model component, but different concrete failures: CPU offload incompatibility vs uninitialized memory after materialization." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error and Mistral regex tokenizer crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch and expensive reverse embedding lookup are distinct issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch/version incompatibility and Qwen-3-8B NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Both mention model execution problems, but the dtype-mismatch autocast bug is not the TP-only MoE bug." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Grouped_mm tracing failure and image-preprocessor dtype mismatch are different problems." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and error classes; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Dtype mismatch in multimodal inference vs MPS histogram op limitation are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT input-embedding unpacking and GPT-OSS TP-only failure are different issues." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy call and TRL trainer embedding handling are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 loading IndexError class with the same empty-tensor/out-of-bounds failure pattern." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they refer to different removed v5 commands/tasks." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Dtype mismatch and video StopIteration are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram Int limitation are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video feature/token mismatch and MPS op support issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different model path and failure mode; both are not the same concrete bug." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer kwarg error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP/checkpointing recomputation bug vs missing GenerationMixin import are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU inference failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy issue and mask/tensor shape mismatch are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch/Transformers version incompatibility and USE_DISTRIBUTED=0 support regression are different issues." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL vLLM load failure and distributed-build support regression are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 empty-tensor IndexError during model loading; same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute regression and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs issue and removed run-command docs issue are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure and USE_DISTRIBUTED=0 support regression are different problems." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device mismatch and Qwen3.5 video chat-template mismatch are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and table QA crash are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45874", + "accept": false, + "reason": "Mask-shape mismatch and reverse embedding lookup cost bug are different." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram Int limitation are unrelated." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse embedding lookup regression and video token/template mismatch are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 empty-tensor IndexError during Bert model loading; same underlying bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch and Qwen3.5 video token mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet, and the ZeRO-3 duplicate cluster is supported by the issue titles. The soft-edge verdicts are conservative overall, with the true positives limited to the near-identical IndexError/ZeRO-3 Bert/Gemma3 reports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 2, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43975", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43716|issue:46294", + "issue:43531|issue:45070", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43541|issue:44589", + "issue:41093|issue:43596" + ], + "prepared_review_unit_hash": "9857738fa958e142a5b498275875ed6c3ba4725c422b88c5241711144cb060e2", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 39562, + "estimated_input_tokens": 9891, + "estimated_eval_tokens": 20038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy and spans many unrelated regressions. The strongest duplicate-like subgroup is the AutoTokenizer v5 token-ID regression, and there is also a plausible Qwen video-template regression pair. The ZeRO-3/Bert loading pair is too weak to treat as the same underlying defect from the evidence here.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 45920 is the best canonical issue because it is the broadest and most representative instance of the clearest real duplicate subgroup: a v5 AutoTokenizer token-ID regression affecting multiple model families.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best overall issue candidate: open, broad, and directly representative of the clearest duplicate cluster in this packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different failure modes and model families: Voxtral processor loading vs Gemma4 device-map mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Both are inference bugs, but the concrete paths differ: Liger Kernel cross-entropy dispatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug vs outdated RAG examples; unrelated symptoms and code paths." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying regression class: AutoTokenizer returns wrong token IDs in v5; 45920 is the broader version across more model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Checkpoint-loading failure for NemotronH vs documentation/examples issue; no shared bug." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both are version regressions, but one is remote_code breakage and the other is USE_DISTRIBUTED=0 PyTorch support; different code paths." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint vs NemotronH checkpoint-loading implementation issue; not the same defect." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Model-loading TypeError from init_empty_weights/_is_hf_initialized vs examples/RAG content issue." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility vs distributed PyTorch support regression; unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a missing config attribute in vLLM and the other is a Qwen3-MoE model issue; not clearly the same bug." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading failures for different checkpoints; no common underlying change." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3/Bert IndexError reports, but the failure setups and concrete symptoms differ enough that the shared-bug claim is too speculative." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model load/run failure vs table-question-answering task crash; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility complaint vs pydantic PretrainedConfig regression; different issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both mention versioned incompatibilities, but one is ZeRO-3/Bert IndexError and the other is torch/transformers incompatibility; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression vs table QA crash; no shared code path." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure vs PretrainedConfig/pydantic regression; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat-related, but one is a crash with transformers chat and the other is streaming chat/completions API failure; too little evidence of the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Model initialization TypeError vs table-question-answering crash; different problems." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Sliding-window config issue vs Gemma4 device mismatch; not the same underlying defect." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied-weights bug in Mistral3 vs corrupted Ovis2 checkpoint; unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure vs MPS histogram Int error in MoE; different code paths." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure vs MPS histogram error; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype-related MoE issues, but one is torchdynamo grouped_mm tracing and the other is autocast mismatch; not clearly duplicate." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral vs compiler/template node error; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin vs Gemma3 sliding_window attribute error; different issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility vs Gemma4 device mismatch; not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are ZeRO-3 loading errors, but the reported failures differ materially and involve different models/code paths." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure vs GGUF gpt-oss support request; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs pydantic PretrainedConfig regression; different defects." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure vs GPT-OSS MoE tensor-parallel issue; no concrete overlap." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM vs tied-weights translation-model regression; unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask shape mismatch and SFT embedding unpacking both affect sequence handling, but the symptoms and likely code paths are too different to treat as the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch vs Qwen3.5 streaming API failure; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument in model loading vs pydantic PretrainedConfig breakage; different changes." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support request vs Qwen3.5 streaming inference bug; unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch vs Qwen3.5 video token/chat-template mismatch; different modalities and code paths." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs PretrainedConfig/pydantic regression; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code regression and torch 2.4.1 compatibility complaint are both version-related but distinct." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same Qwen video-input regression family: both report mismatches in video handling after v5.3.0, likely the same underlying template/token accounting bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "MoE grouped_mm tracing issue vs Float8 storage lookup error; unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexError reports, but the error shapes and affected setups differ; not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, and the tokenizer and Qwen video pairs look reasonable. However, the accepted 41093\u219443638 edge is too strong for the evidence in the packet: the titles share DeepSpeed ZeRO-3/Bert themes, but the failure modes and setups differ enough that calling them the same underlying defect overstates the evidence. Because the soft-edge verdicts are not all conservative, I can\u2019t accept the analysis." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 3, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45663", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387" + ], + "prepared_review_unit_hash": "644d96084aadd9b4dc5ed8e7dce4710423db2e829f34ae617f99c51e8c99dd96", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37138, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are unrelated and should stay separate. The only clear duplicate cluster is the Transformers v5 non-persistent buffer regression, where several reports describe the same underlying buffer-initialization bug in different forms.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43950 is the strongest representative of the non-persistent-buffer regression: it clearly describes the v5 from_pretrained corruption path and is broad enough to subsume the narrower follow-up reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best overall issue candidate because it captures the core regression cleanly and with enough detail to serve as the canonical bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is about degraded text embeddings and the other about bad AutoModel/pipeline outputs; not the same concrete bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different failures: composite multimodal config unwrapping vs uninitialized rotary embedding buffer after to_empty materialization." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Both are version/incompatibility complaints, but they point to different mechanisms and fixes." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different models and paths: image preprocessor dtype mismatch vs Qwen3.5 embedding unpacking with TRL." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error is unrelated to the Qwen3.5 embedding/TRL issue." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both concern loading custom code, but one is cache-path collision and the other is wrong module resolution after save_pretrained." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback logic are unrelated bugs." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they affect different models and code paths." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a GLM5 issue are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type failure is unrelated to tied-weights handling." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure and flash-attn fallback gating are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to a docs-command removal issue." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are not the same underlying issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking with TRL is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed run-command docs are separate documentation issues." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek detokenization and Qwen-3 NVFP4 runtime failure are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "A model runtime error and an invalid-method call are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same Transformers v5 non-persistent-buffer corruption regression." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 doc-example errors and low-quality SigLIP2 embeddings are related only by model family, not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both describe the same v5 non-persistent-buffer junk/corruption problem." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same as Qwen3.5 SDPA/BF16 gradient-explosion behavior." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer kwarg mismatch and ZeRO-3 loading index error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both are manifestations of the same non-persistent-buffer initialization bug after materialization/loading." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both mention bitsandbytes/storage compatibility, but they are different missing-kwarg vs missing-storage-object failures." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and loading noise are not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2 behavior, but one is zero probabilities and the other is degraded text embedding quality; not a clear duplicate." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization changes across versions are different concerns." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe uninitialized buffer reads are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention crash from 3D position_ids is different from CPU-offload incompatibility." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA and int4 OOM are separate performance/memory issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is well grounded in the packet and stays conservative on the soft-edge pairs. The only accepted cluster is the Transformers v5 non-persistent-buffer regression, which is supported by the issue titles/descriptions. The other pair rejections are reasonably cautious and do not overclaim duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 4, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:36331", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44863", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45685", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43054|issue:43493", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:42491|issue:44368", + "issue:43881|issue:43883", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:43257|issue:43866", + "issue:42915|issue:43872", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:36331|issue:41093", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:43257|issue:45305" + ], + "prepared_review_unit_hash": "d97d41fdc1c461470d1ec12d3644fe9277aebc90f69b50668ee0622d6d762441", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37399, + "estimated_input_tokens": 9350, + "estimated_eval_tokens": 18956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous. Two duplicate pairs remain plausible and should be accepted: the v5 docs cleanup and the `_is_hf_initialized`/`init_empty_weights` loading TypeError. Issue 44403 is a reasonable umbrella representative because it is the most generic loading/noise report, but not because it has the strongest activity in this packet.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 44403 is the broadest and most generic loading-related report here (`Unnecessary noise when loading a transformer`), so it works best as an umbrella representative for the cluster\u2019s shared theme. Its selection should be based on generality, not on having the highest discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44403 is the best overall issue representative because it is the least model-specific and most aligned with the cluster-wide pattern of load-time noise/errors. It is a better umbrella choice than the more specific model-failure reports, even though it is not the most active issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but they appear to be different models and different code paths, not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading-noise report vs a specific model loading failure; related theme, but not the same underlying issue." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer/detokenization regression and AMD GPU runtime support are different problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Same model family area, but quality discrepancy vs implementation mismatch is not enough to treat as one bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but they concern different models and specific failures." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing behavior and Qwen3 MoE memory usage are distinct bugs." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote code, but one is missing config fields and the other is a broader loading regression." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram kernel issue vs Gemma4 device mismatch are unrelated concrete bugs." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both are Qwen/LoRA-related, but they describe different compatibility/warning issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are load-time errors, but they point to different models and different code paths." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback gating are unrelated fixes." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different failure classes: missing import vs `_is_hf_initialized` TypeError." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regression vs Gemma4 device placement bug; not the same issue." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping setup failure vs broader remote-code breakage are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device mismatch are different concrete failures." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash vs flash-attn fallback checks are unrelated code paths." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL loading error vs GLM5 issue are different failures." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote-code regression vs Kimi tokenizer codec regression are different underlying bugs." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error vs flash-attn fallback gating have no concrete overlap." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied-weight bug vs non-persistent buffer corruption are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same v5 docs problem: docs still reference removed pipeline tasks." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` are related in theme, but not clearly the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same `_is_hf_initialized` / `init_empty_weights` loading TypeError and share the same fix path." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion issue vs corrupted Ovis2 checkpoint are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure vs bitsandbytes initialization TypeError are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Related gradient-checkpointing theme, but different bugs: ineffective checkpointing vs missing support flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load failures, but the titles indicate different model generations and different missing-weight symptoms." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer API mismatch vs tensor mask shape mismatch are not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Model-specific loading error vs tokenizer-loading regression for a different model." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different failure classes and different loading mechanisms." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion and DeepSpeed gradient averaging are different problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly conservative, but one key justification is overstated: issue 44403 is not supported as having the 'strongest discussion/inbound activity' in this packet (several others have higher discussion counts, e.g. 41553, 44451, 44488). Please revise the representative/canonical rationale to stay within the evidence. The two accepted duplicate pairs look plausible, but the reason for choosing 44403 needs to be more carefully grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 5, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:43824|issue:43957", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:44155|issue:45584", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "64773d9a0f10f2a8f0dce888b88656586884bfa8f5e12f96c6cc78ebbdc8b64b", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36612, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous transformer issues with only a couple of plausible duplicate pairs. The strongest duplicate signal is the Transformers 5 custom-model initialization regression; a second likely pair is the SigLIP2 bad-output reports. Most other soft edges are same-subsystem but not the same bug.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43646 is the cleanest representative of the main duplicate pair: it captures the broad Transformers 5 regression around custom model initialization, while issue:43645 is a narrower notebook-specific manifestation of the same breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is broader and more general than the notebook-specific variant, and its title matches the underlying regression clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both mention Qwen3.5/flash-attention-style failures, but one is a gradient explosion/SDPA fallback problem and the other is an AttributeError on s_aux=None; different code paths and symptoms." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The titles are similarly generic IndexErrors, but there is not enough evidence they share the same underlying bug or repro; they could easily be unrelated mask-shape failures." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both concern Qwen video inputs, but one is a broad v5.3.0 regression across several models while the other is a StopIteration in a specific Qwen3-VL embedding path." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "These are unrelated: one is a bad tokenizer error message for Voxtral, the other is a model loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different failure modes: PagedAttentionCache on Qwen3.5 versus NemotronH checkpoint loading." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error and void segmentation map processing are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both involve rotary/buffer internals, but they affect different models and different failure classes (temporal scaling vs uninitialized memory after meta/to_empty)." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and a Phi-tiny-MoE autocast dtype mismatch are different problems." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError from shared_kv_states rebuilding is unrelated to the Gemma4 PLE device-mismatch forward bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "One is GGUF/gpt-oss support, the other is a Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "from_pretrained corrupting non-persistent buffers is a different regression from a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different code paths: Bamba torch.compile/SDPA versus Qwen3.5 flash-attention crash from 3D position_ids." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both report the same Transformers 5.0.0 regression breaking custom model initialization; 43645 is the notebook-specific variant of 43646's broader bug." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support for gpt-oss and a Float8 storage lookup error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device loading breakage are different issues." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "One is a Qwen3-VL video StopIteration regression, the other is unpacking Qwen3.5 embeddings with TRL SFT trainer." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2.5-VL import and meta-device loading breakage are different problems." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FP8 loading are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping registration failure and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 long-input index error do not share the same underlying cause." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both are about google/siglip2-base-patch16-224 producing invalid outputs through different entry points, which points to the same underlying SigLIP2 inference bug." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batching token/embedding leakage and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "A Qwen video StopIteration issue and a mask/tensor shape IndexError are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve stricter config validation, but they affect different model families and do not clearly share the same failing code path." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed zero3 Bert indexing failure and add-new-model-like TOKENIZER_MAPPING_NAMES failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same as above: a zero3 Bert init crash versus a tokenizer-mapping registration problem." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map=auto dequantized-model offload failure and Strix Halo mmap OOM are different memory/loading issues." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_MoE LoRA compatibility across HF versions and BitNet packed-weight unpacking are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The two accepted pairs are plausibly the same underlying regressions based on the titles, and the rejected pairs mostly differ by model, failure mode, or code path without overstating evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 6, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "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:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:44960|issue:44977", + "issue:41720|issue:42915", + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43644|issue:44534", + "issue:42915|issue:44756", + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44488|issue:44991", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:44402|issue:44488", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:43873|issue:44387" + ], + "prepared_review_unit_hash": "f236d34ac82fc13a05066ad888810852d35fe9a536b395b5630c3ed224e624f0", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5/model-specific regressions around loading, tokenizers, quantization, and multimodal generation. Only the non-persistent-buffer regression is a clear duplicate; most soft links are broad similarity rather than the same concrete bug.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43644 is the cleanest anchor because it states the broad regression directly and has an explicit duplicate-style twin (issue:44534) with the same \"non-persistent buffers filled with junk\" symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest overall representative: it is open, has multiple inbound refs and active discussion, and covers a broader live regression area (offloading/quantization) than the narrow duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Both mention generation problems, but they are different models and different failure paths (GLM5 vs Qwen3.5 flash-attention)." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Qwen3 MoE FP8 config failure are distinct bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load-failure reports for different BERT models, but there is no evidence they share the same root cause." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is ZeRO-3 weight loading for language_model, the other is incorrect save_pretrained visual encoder keys; different code paths." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and different APIs; not the same underlying bug." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume max_steps math and SGD arg handling are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE FP8 conversion failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different concrete mechanisms." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and the other is bad inference output; not clearly one bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different loading failures." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion and GLM-4.7-Flash test loading are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is quantization/offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent-buffer junk vs Jupyter custom-model initialization are different regressions." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory pressure, but one is training inefficiency and the other is int4 quantization reserved-memory/OOM." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Unrelated bugs in different models and different embedding paths." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention issues, but they hit different code paths and symptoms (packed 3D position_ids vs s_aux=None)." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but on different model families with no clear shared fix." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different product surfaces and different errors (chat crash vs Gemma4Processor missing _tokenizer)." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized are separate internals bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but they are model-specific embedding plumbing issues, not clearly one bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying bugs, but in different multimodal model classes and likely different code paths." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline behavior are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely different model families and symptoms." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading regressions are distinct." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch and model loading failure are not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 attention KeyError and Qwen multimodal text_config unwrapping are different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model families and different execution paths." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both touch quantization/memory, but one is offloading behavior and the other is CUDA reserved-memory regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet overall, and the soft-edge verdicts are conservative. The one accepted pair, issue:43644 and issue:44534, is strongly supported by the identical regression title, and the other pairs are appropriately rejected with cautious reasoning. The only slightly strong phrasing is calling issue:44534 an \"explicit duplicate-style twin\" when the packet shows matching symptoms rather than an explicit duplicate link, but that does not materially undermine the evaluation." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 7, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45588|issue:45663", + "issue:41720|issue:44155", + "issue:45684|issue:45698", + "issue:44479|issue:44877", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805" + ], + "prepared_review_unit_hash": "c01565adab8a516876558a560333c49218add720d2737654f7ccca7a0ced3ae4", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37914, + "estimated_input_tokens": 9479, + "estimated_eval_tokens": 19214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformer issues. The only plausible duplicates are the resize_token_embeddings reports, where the same propagation bug shows up across different model families.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45292 is the cleanest generic description of the shared resize_token_embeddings propagation bug, and it can subsume the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best representative because it states the core bug in a model-agnostic way and matches the accepted duplicate variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems and failure modes: batched inference token leakage vs device-mapping device mismatch." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument error is unrelated to Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during meta init is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is too broad and unrelated to a sinq save/load regression." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer construction bug in SwitchTransformers is unrelated to Gemma4 FSDP2 shared_kv_states handling." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is int4 reserved-memory growth and the other is mmap on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is ineffective under PEFT LoRA and the other forbids eval mode." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate correctly to model embeddings/output layers." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash loading failure is unrelated to Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to RLHF NaN explosion from 3D position_ids." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention.py s_aux=None crash is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map cuda assert and AudioFlamingo3 token leak are different bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load custom models, but one is permissions propagation and the other is wrong-module loading." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to granite_speech strict config loading." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "meta-device loading failures are unrelated to mmap/OOM behavior." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings fails to update the relevant output/decoder embedding modules." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization and extra_state save/load are different issues." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model and a generic model-loading failure are not clearly the same bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading are unrelated failure classes." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility is too broad and unrelated to Phi-tiny-MoE autocast mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to disabling mmap on Strix Halo." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading issues; not the same code-path problem." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention failure on torch>=2.9 is unrelated to Gemma4 device-mapping mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is not the same as a broad tokenizer-version change report." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve Transformers 5.0.0 and custom models, but the concrete breakages are different." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility is unrelated to Gemma4 forward device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 compatibility and Mistral-3 dtype mismatch are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache crash is unrelated to non-template node compilation error." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of another issue and Qwen3.5 cache crash are not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape IndexError are different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet evidence and is appropriately conservative. The only clearly supported duplicate cluster is the resize_token_embeddings trio (45276/45292/45335), and the chosen canonical issue 45292 is a reasonable generic representative. The negative soft-edge verdicts are also cautious and do not overclaim cross-issue equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 8, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:46304" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44991|issue:45081", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:43611|issue:43644", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:32090|issue:39404", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:36032|issue:42915", + "issue:44811|issue:45584", + "issue:44530|issue:46304", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:43644|issue:43646" + ], + "prepared_review_unit_hash": "6af9f12f65a94ee0b0a22bfde60730dfe962a376cae8d4f4f36f86ad55b6415f", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36036, + "estimated_input_tokens": 9009, + "estimated_eval_tokens": 18274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue reports with a loose common theme of Transformers v5 regressions, but none of the soft-edge pairs look like the same underlying bug or change. No PRs were present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest, most representative regression report here: a v5 model-initialization breakage that plausibly spans multiple downstream loading failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single representative issue because it describes a general Transformers v5 initialization regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different doc mismatches: one about return_all_scores, the other about removed pipeline tasks." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: a float8 storage lookup error versus a template-compilation error." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Different problems: Torch version incompatibility versus a TRL SFT trainer embedding/unpacking issue." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Separate tokenizer/loading bugs affecting different code paths and model formats." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "One is save/from_pretrained extra_state handling; the other is from_config text_config unwrapping for composite Qwen configs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same family, but different underlying load failures: dev0 model-loading regression versus checkpoint weight-shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems and errors: DeepSpeed zero3/BERT indexing versus torch>=2.9 flex_attention compilation." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading problems, but for different models and different failing code paths." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A specific model producing bad outputs is not the same as a generic ModelOutput key-assignment bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Masked LM prediction regression and tokenizer load failure are different bugs." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM mitigation." + }, + { + "left": "issue:39404", + "right": "issue:44661", + "accept": false, + "reason": "Whisper pipeline language return regression and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload-related, but they affect different models and different forward paths." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization extra_state handling is unrelated to the Qwen VL video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer load failures with different triggers and model families." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized regression are distinct runtime issues." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Different v5 regressions: base_model_prefix loading versus non-persistent buffer initialization." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Token-mapping failure and flex_attention compilation failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on GPT-OSS is not the same as runtime special-token/post-processor update behavior." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different model-specific failures: dtype mismatch in Mistral-3 versus template compilation error." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they involve different models and likely different tokenizer/config bugs." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 paged-attention cache group-type crash are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter bug and Qwen2.5-VL iterable dataset failure are different issues." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper/special-token related, but one is batch_decode skipping behavior and the other is generation failing on empty transcription." + }, + { + "left": "issue:44530", + "right": "issue:46304", + "accept": false, + "reason": "Qwen3.5 cache/group-type crash and USE_DISTRIBUTED=0 support regression do not describe the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo tracing on Mixtral grouped_mm is unrelated to a template-node compilation error." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two different model-loading failures for different checkpoints and likely different causes." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related to v5 initialization, but one concerns non-persistent buffers while the other is custom model initialization; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 9, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:36032", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46178" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43883|issue:44488", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:42175|issue:46178", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:43089|issue:45987", + "issue:43404|issue:44466", + "issue:43883|issue:44991", + "issue:43322|issue:43540", + "issue:43994|issue:44610", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:45216|issue:45357", + "issue:44220|issue:44683", + "issue:36032|issue:43742", + "issue:42915|issue:44291", + "issue:42915|issue:44589", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:43404|issue:45127", + "issue:43611|issue:44534" + ], + "prepared_review_unit_hash": "820eb4145c216429a5264d414cf9390e0e4522cdaba043dbf3241cef506cbf28", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37080, + "estimated_input_tokens": 9270, + "estimated_eval_tokens": 18796 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous set of Transformers bugs/regressions, with a loose theme around v5 loading/initialization breakages. The soft pairs are mostly topical neighbors rather than true duplicates, so none should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43646 is the broadest representative of the recurring v5 custom-model initialization regression family, and several nearby reports (init_empty_weights, _is_hf_initialized, base_model_prefix, tied weights) are variations on that theme. It is still only a loose anchor, not a true duplicate target for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single issue to anchor this cluster because it is broad, clearly regression-oriented, and closest to multiple other initialization-related failures. It is more representative than the very model-specific or subsystem-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature extraction bugs, but one is about an unsupported `center` arg and the other about `_torch_extract_fbank_features`; same area, different failure mode." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Both mention generation/cache behavior, but one is about compiled forward chunked generation inconsistency and the other about `StaticCache.get_seq_length()` type contract." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF/tokenizer loading, but one is a `gguf_file` API regression and the other is a specific Qwen2.5-GGUF v5 loading failure." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures after v5 changes, but the model-specific symptoms differ: missing `all_tied_weights_keys` vs a specific `cjvt/sleng-bert` load failure." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "One is dequantized model load with device_map offload, the other is GGUF/Qwen2.5 tokenizer/model loading; different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-family regressions, but one is about `output_hidden_states` behavior and the other is a rope/position_ids scaling bug in Qwen2.5-VL." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Both concern v5 breaking model initialization/loading, but T5 tokenizer method conflict and notebook custom-model init are separate defects." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "The titles are unrelated: template compilation errors versus GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/dependency mapping issues, but one is pip extras missing TensorFlow backend and the other is an unsupported `tensorflow_text` backend entry." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is batched vs single-input encoder output mismatch from missing padding-mask support." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 load failures for specific models, but one is `physical-intelligence/fast` and the other is tokenizer loading for `EMBEDDIA/est-roberta`." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but custom model initialization and non-persistent buffer serialization are different underlying bugs." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and cache-length return type are unrelated problems." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "One is a missing tied lm_head weight for Mistral3, the other is inconsistent lm_head serialization by device; related area, but not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Both are load-time regressions, but one is tied-weights attribute handling and the other is tokenizer loading for a specific model." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segfault on Llava Next loading versus video-input validation failure in Qwen3OmniMoe are distinct multimodal bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal models and different symptoms: nonsensical outputs vs processor/model image-size mismatch." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise during transformer loading is not the same as the Mistral regex patch crash on tokenizer internals." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions around model lifecycle, but notebook initialization and non-persistent buffer serialization are different code paths." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI encoder padding-mask batching issue and DAC STE mismatch are separate model-specific correctness bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "`torch.export` with `torch_compilable_check` and OmDet-Turbo processor image sizing are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Generic model load failure for `vesteinn/ScandiBERT` is not the same as the Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different failure points: loading a model checkpoint versus crashing while patching Mistral tokenizer regexes." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions around saving, but one is checkpoint correctness since 5.4.0 and the other is incorrect visual encoder keys in 5.5.3." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank feature extraction and compiled flex_attention are completely different subsystems." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are unrelated load-time failures." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5 regression reports, but Qwen3Moe FP8 config failure and `_is_hf_initialized` init_empty_weights argument error are distinct." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure and missing Float8 storage are separate low-level float8 issues." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` flag regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer `AddedToken` keyword conflict and model-loading failure for `physical-intelligence/fast` are not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and LoRA merge collapse with extended vocabulary are different weight-tying problems with different triggers." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base model prefix loading breakage and non-persistent buffer junk fill are separate v5 regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 10, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43632", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923" + ], + "soft_pairs": [ + "issue:43296|issue:43531", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43421|issue:44568", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:44079|issue:45663", + "issue:44683|issue:45020", + "issue:43381|issue:45923", + "issue:44462|issue:45812", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:40444|issue:45325", + "issue:44291|issue:44589", + "issue:43317|issue:43856", + "issue:41553|issue:43582", + "issue:43482|issue:43525", + "issue:43818|issue:45357", + "issue:42175|issue:45542", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:44265|issue:45072" + ], + "prepared_review_unit_hash": "97fa0d00ad2343c037bcb253339f11e8871bda33064b0a45a5222740f3da06f5", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35722, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 + }, + "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 cluster is heterogeneous, spanning unrelated tokenizer, model-loading, training, attention, and packaging issues; 45020 is the closest umbrella-style issue, but it is not a true duplicate target for the others.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45020 is the broadest, most umbrella-like report in the set: it describes a cross-cutting regression affecting multiple recent models and has the strongest signal for representing the cluster, even though the rest are not duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue because it is broad, well-scoped, and central to the recurring 'recent transformers versions break models' theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Both involve model/config loading, but the concrete bugs are unrelated and model-specific." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict vs Qwen3 device-map CUDA assert; no shared code path." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-VL/video-related, but one is a broad video-input regression and the other is a specific still-image RoPE scaling bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility vs noisy loading output; unrelated symptoms and fixes." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss-20b vs Whisper batch_decode skip_special_tokens issue." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token/post-processor sync vs a tokenizer-specific BOS/EOS regression." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs missing Float8 storage type; different failure surfaces." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both touch Qwen VL training, but one is multi-GPU training and the other is IterableDataset/multi-image finetuning." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs tokenizer loading failure for a specific model repo." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag breakage vs non-persistent buffer corruption; distinct regressions." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma-4 FSDP2 shared_kv_states KeyError." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch 2.9 flex_attention compilation issue vs a transformers v5 remote_code regression; different layers." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient-checkpointing misuse vs missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json in repo vs wrong token IDs for Granite models; not the same defect." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention training degeneration vs zero-loss single-label classification bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure vs CLIPTokenizer max-length constant; unrelated tokenizer/model issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image prompt finetuning failure vs still-image temporal position scaling bug; different logic paths." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError vs missing Float8 storage object; unrelated initialization/storage problems." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload loading failure vs Qwen3 MoE memory inefficiency; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral vs Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading regression vs missing pad_token_id on Llama4Config; different models and causes." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower architecture issue vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Missing TensorFlow in torch extra vs tensorboard-installed-without-TF backend error; packaging issues but not one bug." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask batch mismatch vs Gemma3 mixed-length NaNs from sliding-window/all-padding windows." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map CUDA assert vs Mistral regex patch AttributeError; different subsystems." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs init_empty_weights TypeError; no shared concrete code path." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure vs bf16 dtype mismatch in inference; unrelated errors." + } + ] + }, + "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": 18, + "review_unit_index": 11, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43761", + "issue:43792", + "issue:43819", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43611|issue:43646", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:42175|issue:43296", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:44079|issue:44534", + "issue:42915|issue:43482", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:35707|issue:40444", + "issue:43761|issue:44079", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:43296|issue:45800", + "issue:44568|issue:45920", + "issue:43701|issue:45325", + "issue:43606|issue:43819", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43262|issue:43746", + "issue:43881|issue:44488", + "issue:39692|issue:40444", + "issue:40990|issue:45584", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43257|issue:45923" + ], + "prepared_review_unit_hash": "62dfc06155965638f27ddcfa76b3f044d46c1af0cb299ce7a02664c06236f3b8", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37137, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: it mixes unrelated model-loading, tokenizer, vision, audio, and v5-regression reports. There is no clear duplicate set; the closest theme is generic Transformers v5 loading/init regressions, but the paired items still describe different bugs.", + "confidence": 0.84, + "canonical_issue_reason": "No single exact duplicate spans the cluster. If forced to anchor the cluster, issue 43611 is the broadest Transformers v5 model-loading regression and is thematically closest to several others.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best issue anchor because it is the most general, centrally relevant regression report in the set; the others are mostly model-specific or unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both involve v5 initialization/loading behavior, but one is about base_model_prefix loading and the other about custom model initialization; not the same concrete bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag breakage and bfloat16 dtype mismatches are different failure modes in different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different bugs: SigLIP2 AutoModel/pipeline mismatch vs Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue vs a model-loading failure in vLLM; unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are vision/OCR-adjacent, but one is a Qwen2.5-VL rope-index scaling bug and the other is a Kosmos2.5 long-input index error." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading regressions are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a generation tie failure and the other is inconsistent serialization; different bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated regressions." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and different loading/config failures; no shared concrete bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is multi-image finetuning with IterableDataset and the other is video position-id handling." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Likely adjacent Qwen2.5-VL rope/position-id logic, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk vs ModelOutput key handling are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment are different issues." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are model regressions, but one is Qwen VL video input behavior and the other is a Gemma4 PLE device mismatch." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export/export compatibility with torch_compilable_check are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and strict config rejection are different loading failures." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and a torch/transformers compatibility issue are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is wrong token IDs across several models." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents vs forward mismatch are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding and export failures with torch_compilable_check are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different device-mapping failures; not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision tied-weight loading and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are separate issues." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different load failures; no shared underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs example errors and Qwen2.5-VL multi-image finetuning failures are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a language model and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask inconsistency and OmDet-Turbo processor/model size mismatch are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied lm_head weight loading and dtype mismatches in inference are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion and missing supports_gradient_checkpointing are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 12, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46291" + ], + "soft_pairs": [ + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43873|issue:45701", + "issue:43454|issue:43720", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:44991|issue:46291", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43577|issue:43708", + "issue:44008|issue:45823", + "issue:43450|issue:45701", + "issue:43404|issue:45357", + "issue:44186|issue:45072", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:44423|issue:45406", + "issue:42175|issue:46291", + "issue:43873|issue:44756", + "issue:44387|issue:45704", + "issue:44610|issue:44898", + "issue:43749|issue:44534", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:43322|issue:46050" + ], + "prepared_review_unit_hash": "0ec081241a5b9915be8e3686a448d24b265d2373a5a71fd3a60f05ca5fdcc236", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37721, + "estimated_input_tokens": 9431, + "estimated_eval_tokens": 19118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose topical neighborhood of unrelated Transformers issues; none of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43873 is the best representative because it is broad, currently open, and sits at the center of the offloading/quantization-related subset with multiple inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest single issue to anchor the cluster: broad symptom framing, open status, and the most plausible overlap with nearby offloading/quantization reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is a specific load failure for a dequantized model while the other is a broader offloading regression; not the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig pad_token_idx and Qwen multimodal text_config unwrapping are different config-path bugs." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity quality on a model/dataset is unrelated to gradient checkpointing behavior with LoRA." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "A padding-mask discrepancy in MIMI is unrelated to a Perceiver resolution/interpolate_pos_encoding failure." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "General offloading/quantization issues are not the same as a version-dependent tokenization change." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight-tying serialization for one model family is unrelated to unpacking packed weights during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen, but one is a device-map CUDA assert and the other is a flash-attention generation problem; different failure modes and code paths." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Incorrect lm_head serialization by device is separate from saving wrong visual encoder keys." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and a kernels package version/revision requirement are unrelated issues." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A model-loading failure is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A script execution problem and a Qwen3Moe FP8 load failure do not share the same underlying bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to auto device mapping CUDA asserts." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset behavior and generation with inputs_embeds/past_key_values are different features." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Dtype propagation in BLIP2 is unrelated to Trainer resume/max_steps calculations." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "A variable-name collision in Gemma3n forward is unrelated to a Gemma4 device_map offload mismatch." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape handling is not the same as a tokenization-version regression." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying and visual encoder key serialization are different save/load bugs." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "A tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is not the same as a tokenizer file-loading failure." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile+SDPA on Bamba and Bark CPU-offload device mismatch are unrelated runtime issues." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss API mismatch is unrelated to Qwen3Moe fine-grained FP8 loading." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "The same Trainer callback signature bug does not overlap with the 3d_parallel.py execution failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crashes and Gemma4Processor missing _tokenizer are different processor/runtime bugs." + }, + { + "left": "issue:44756", + "right": "issue:43873", + "accept": false, + "reason": "Disabling mmap to avoid OOM on Strix Halo is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory growth in Transformers 5.x is unrelated to the apex FusedRMSNorm memory leak." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "An OmDet-Turbo processor size mismatch and a Perceiver interpolation failure are different model-specific shape issues." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk serialization are separate loading/serialization bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure does not match Bark CPU-offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer input handling and OmDet-Turbo processor output resolution are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A processor.tokenizer regression is not the same as a broad tokenization-version change." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "A Llava Next loading segfault and a sinq save/load quantization issue 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": 18, + "review_unit_index": 13, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43425", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44530", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45059", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:46291" + ], + "soft_pairs": [ + "issue:45632|issue:45684", + "issue:42915|issue:43317", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:45081|issue:45812", + "issue:43425|issue:46291", + "issue:43525|issue:46291", + "issue:43316|issue:44913", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:43540|issue:43782", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:43421|issue:45701", + "issue:44530|issue:46291", + "issue:42915|issue:43322", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:34567|issue:35707", + "issue:43388|issue:45059" + ], + "prepared_review_unit_hash": "45363074c40d6320617997af9918f1f2613ed94890ebb403dc89d335ad224aa7", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36021, + "estimated_input_tokens": 9006, + "estimated_eval_tokens": 18268 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly superficially similar by subsystem or model family, but the soft pairs do not describe the same concrete bug or change. None of the proposed pairs look safe to merge as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45812 is the clearest broad regression report in the set: it has a specific user-visible failure, spans all Granite models, and includes inbound references suggesting it is well-anchored as a representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest representative issue for triage because it describes a concrete, high-impact tokenizer regression with a clearly scoped failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a cache-path collision for local models; the other is permissions propagation during save_pretrained. Different bugs and code paths." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve model loading/offload, but one is a Qwen3MoE FP8 failure and the other is a dequantized-model gpu+cpu offload issue. Not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on Qwen3 is unrelated to a Llava Next segmentation fault during model load." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "One reports high perplexity on gpt-oss-20b; the other is a broad tokenization version-change complaint. Too different to merge." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping crash is unrelated to failing to run 3d_parallel.py." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "A800 cudaErrorAssert under auto device mapping is a different problem from GPT-OSS MoE tensor-parallel not working." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure has no overlap with a 3d_parallel.py runtime failure." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patching crashes while loading a tokenizer; Granite produces wrong token IDs. Both tokenizer-related, but different failure modes and fixes." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility and kernels import requirements are unrelated environment issues." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels requiring version/revision." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are different configuration bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Qwen3VL from_pretrained weight_only loading errors." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token/post-processor update bug is different from Granite token-ID regression." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and MLuke task AttributeError are distinct tokenizer/task failures." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is not the same as T5Tokenizer's add_special_tokens method conflict." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and Bark voice_preset handling are different processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking during accelerate loading are different loading paths." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "One is a specific post-processor update bug; the other is a broad report that transformers version changes tokenization. Too vague to treat as the same bug." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache group-type crash and kernels version/revision import errors are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FP8 loading failure and Llava Next segmentation fault are different model-loading issues." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU offload device mismatch is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and AutoModelForCausalLM.from_config text_config unwrapping are different Qwen-related bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and outdated docs for removed pipelines are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token count not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics label truncation and SAM3 text/bounding-box behavior are different training/data-path 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": 18, + "review_unit_index": 14, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:33666", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46294" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:43873|issue:45704", + "issue:42490|issue:43329", + "issue:43421|issue:43927", + "issue:41720|issue:43746", + "issue:44898|issue:45072", + "issue:45759|issue:45859", + "issue:33666|issue:35707", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:43421|issue:43653", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:45663|issue:45923", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:44918|issue:44936", + "issue:43421|issue:44186", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:43381|issue:45704", + "issue:43525|issue:43531", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43540|issue:46294", + "issue:44625|issue:45479", + "issue:43782|issue:45381" + ], + "prepared_review_unit_hash": "e9422d73442396c708ec8cd98e03539ff6abb260f8ce66d0e4d0c3beb8ed54dc", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37480, + "estimated_input_tokens": 9370, + "estimated_eval_tokens": 18996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one strong duplicate pair stands out: the two Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False issues. The rest are mostly separate model-specific bugs or unrelated tokenizer/offline/config regressions, so they should not be merged.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44545 is the cleanest representative of the one clear duplicate pair: it states the exact batched-input/padding=False crash succinctly and matches issue:44514\u2019s underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best overall issue to represent the cluster because it is the clearest formulation of the only accepted duplicate and is more concise than the near-identical variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same API, same failure mode, and same trigger: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding is False." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs a T5 apex RMSNorm memory leak." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Unrelated: local-path trailing-slash import warning vs a multimodal token counting bug in the video branch." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Different code paths: runtime special-token/post-processor sync vs DiaConfig custom token IDs being lost on save/load." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different models and failures: Qwen3 device-mapping cuda assert vs GraniteSpeech local-checkpoint loading with PEFT adapters." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems: image size/interpolation logic vs dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "One is config unwrapping for composite multimodal models; the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated training issues: multi-GPU training vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but for different models and different tokenizer/model loading paths." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: sliding_window behavior in Qwen3-MoE vs a missing Float8 storage type error." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sinkless-model AttributeError is unrelated to AutoModelForCausalLM text_config unwrapping." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is not the same as incorrect visual-encoder keys being saved." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to a model loading failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: loading a specific model vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is BigBird mask-token registration/decoding." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different documentation/model mismatch issues: SigLIP2 doc errors vs OmDet-Turbo processor output-size mismatch." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states reuse is unrelated to the Nemotron trust_remote_code gradient-checkpointing flag issue." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is not the same as gradients increasing under HfDeepSpeedConfig ZeRO-3." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline mode, but the concrete causes differ: cache loading vs an unconditional model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer problems: unpacking Qwen3.5 input embeddings vs evaluate() failing after train()." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but the bugs differ: special-token post-processor updates vs LayoutLMv2 NER/batched padding crashes." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "A T5 fused RMSNorm leak and a Qwen3_5Moe rotary-embedding CPU-offload issue are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different models and causes: BarkProcessor voice preset vs Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/eval-mode behavior is unrelated to the T5 apex memory leak." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different config/model bugs: missing pad_token_id on Llama4Config vs sliding_window handling for Qwen3-MoE." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "They both mention tokenizer-regex behavior, but one is a backend_tokenizer AttributeError and the other is a Kimi-K2.5 codec/regression issue; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc/example errors for SigLIP2 are unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues, but they involve different models and different failure points: processing ValueError vs apply_chat_template token/feature mismatch." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different classification issues: num_labels propagation in Qwen3.5 vs degenerate zero loss across sequence-classification models." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal failures: Qwen3VL weight_only loading error vs qwen2.5-vl video vision_position_ids being wrong." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, issue:44514 and issue:44545, is clearly supported by nearly identical titles. The other soft-edge rejections are phrased cautiously and do not overclaim mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 15, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:42915", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46050" + ], + "soft_pairs": [ + "issue:45356|issue:45907", + "issue:43994|issue:44671", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43746|issue:46050", + "issue:44077|issue:44625", + "issue:43596|issue:44220", + "issue:43653|issue:43720", + "issue:42915|issue:43746", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:43550|issue:45072", + "issue:43618|issue:43697", + "issue:43746|issue:43873", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:44186|issue:44898", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43950|issue:45987", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:44448|issue:44671", + "issue:30064|issue:36331" + ], + "prepared_review_unit_hash": "fcc01433df960bd69a2cfc0f8f3a21587b7298db8021d7ec210cb1402588c40b", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37176, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bag of unrelated bug reports with a few weak tokenizer/loading similarities; there is no strong duplicate core. I would not merge any of the soft pairs.", + "confidence": 0.15, + "canonical_issue_reason": "No clear canonical duplicate exists in this set; issue 43873 is only the broadest/highest-activity open report, not a true representative of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best single representative by discussion/inbound references, but the cluster is too heterogeneous for a real canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different subsystems and failure modes: tokenizer codec/regression vs repo file listing forwarding." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output regressions, but on different models and unrelated code paths." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet and DAC latent decoding mismatch are separate bugs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve checkpoint loading, but different models and different root causes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "One is a post_init/config constraint issue; the other is num_labels propagation." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed/BERT init failure and fbank feature extraction are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "FP8 config failure for Qwen3Moe and GraniteSpeech PEFT checkpoint loading are different problems." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal-model bugs, but they affect different models and different tensors/inputs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and tokenizer mapping-name handling do not share the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure and bfloat16 dtype mismatches are different code-path issues." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output drift are separate model behaviors." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint loading for GraniteSpeech adapters vs quantization/offloading behavior are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer API regression and long OCR index failure are different issues." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different models and different failures: SDPA compile vs DAC latent conversion." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input-validation messaging and classification-loss degeneracy are not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering truncation and Mamba2 cache-length correctness are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer batching crash and Perceiver image-size handling are different subsystems." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are different architecture/config bugs." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and Gemma3n audio mask collision are different multimodal failures." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken construction error and sleng-bert loading failure do not appear to share a root cause." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent decoding are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and AutoConfig trust_remote_code field loss are separate issues." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is offline model_info access and the other is a tokenizer attribute crash; not the same concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and StaticCache seq-length return type are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields with trust_remote_code and strict granite_speech config loading are different config-path problems." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processing updates and Whisper batch_decode skip_special_tokens handling are different tokenizer behaviors." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions in v5, but no shared bug or code path is evident." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Segmentation-map processing and CustomTrainer compute_loss signature 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": 18, + "review_unit_index": 16, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:42175", + "issue:43322", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45406", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43540|issue:45381", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:44186|issue:44442", + "issue:43825|issue:43994", + "issue:34634|issue:36010", + "issue:44485|issue:44509", + "issue:28218|issue:29159", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:43577|issue:43582", + "issue:44610|issue:45072", + "issue:44805|issue:44936", + "issue:43720|issue:45072", + "issue:43452|issue:44991", + "issue:43825|issue:43827", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:43906|issue:46209", + "issue:44671|issue:45701", + "issue:42175|issue:45081" + ], + "prepared_review_unit_hash": "c341d05d9797c6f4f596ffdb922124bf8bd15c545e6014aff2b7bc10dcf9a744", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35521, + "estimated_input_tokens": 8881, + "estimated_eval_tokens": 18018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous mix of unrelated tokenizer, multimodal, backend, and docs/runtime regression issues. Only two pairs look plausibly duplicate-like: the tokenizer added-token spacing bug and the remote_code/v5 breakage report.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45020 is the broadest regression report in the set and the best anchor for the small v5/remote_code-related overlap; the rest of the cluster is too heterogeneous for a stronger canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most useful overall issue anchor because it captures the broadest downstream breakage pattern among the few related items, even though most items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input bugs, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different failures: Blip2 dtype loading vs Video-LLaVA missing temporal attention/weight sharing." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different model and symptom: Qwen3VL load-time weight_only error vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Both mention vision/OCR examples, but they are different models and different failure modes." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling and Kosmos2.5 long OCR index errors are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and template compilation TypeError are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault on model load is unrelated to MPS Int histogram support errors." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatches are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are vision-related, but one is a video-input regression and the other is a long OCR index error." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/padding is not the same as AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a v5 pipeline error-message issue; the other is a SigLIP2 model/pipeline correctness bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Same underlying tokenizer regression: added-token spacing behavior differs between tokenizer implementations." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": true, + "reason": "44561 looks like a specific v5 remote_code breakage caused by the broader regression described in 45020." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return type mismatch and return_tensors being ignored are different API bugs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Both involve dtype/type issues, but on different subsystems and platforms." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different models and different root causes: processor size mismatch vs dtype mismatch in inference." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer.evaluate-after-train failure are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but for different models and likely different causes." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Closely related v5 pipeline-removal theme, but one is runtime messaging and the other is stale documentation, not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Different model families and different generation/loading failures." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError and CUDA AMP loss crash are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4Processor serve crash are different code paths." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Isolated reproduction of one issue and FP8 B200 inference failure are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction regression and a broad tokenization-version-change report are not clearly the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend in a torch install and Mistral tokenizer regex patching are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft pairs are plausibly related, while the rest are reasonably rejected as only loosely similar. The canonical anchor choice is defensible for the remote_code/v5 subset, though 'broadest' is a bit strong given other broad issues 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": 18, + "review_unit_index": 17, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:46285" + ], + "soft_pairs": [ + "issue:43262|issue:43819", + "issue:43653|issue:44912", + "issue:45003|issue:46285", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43746|issue:44811", + "issue:44589|issue:45042", + "issue:43644|issue:43749", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:44387|issue:44617", + "issue:34634|issue:36331", + "issue:43854|issue:44977", + "issue:36010|issue:43645", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:45459|issue:45803", + "issue:43526|issue:44554", + "issue:43454|issue:43577", + "issue:36010|issue:36331", + "issue:43262|issue:44811", + "issue:43749|issue:44291", + "issue:43531|issue:45042", + "issue:43257|issue:43329" + ], + "prepared_review_unit_hash": "c385fe9933a20854333e42e4a00a272ae914975f9bc13bceb5da65f38d27ddc2", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36927, + "estimated_input_tokens": 9232, + "estimated_eval_tokens": 18720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs across different models, processors, loading paths, and training features. I found no pair that clearly represents the same underlying fix, so there is no strong canonical issue here.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out; the items are mostly separate bugs with only superficial theme overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global representative because the set does not cohere around one concrete bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor chat-template sampling-rate behavior is unrelated to DAC forward/from_latents mismatch and missing STE." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to MXFP4 quantization fallback/loading behavior." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to CLIP text-model structure inconsistency." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT fast label reduction bug is unrelated to RTDetrV2 output drift in Transformers v5." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen tie-weight warnings, but they describe different model families and different symptoms; not clearly the same concrete bug." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A vague 'add the data' issue is not the same as an isolated reproduction of a specific upstream bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM load KeyError is a specific model-loading failure, while remote_code breakage is a broader recent-version regression." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compile failure is unrelated to CLIPTokenizer's absurd model_max_length value." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helper variables are unrelated to stale auto_mappings references to removed configs." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech local-checkpoint/PEFT loading is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in v5.0 and FSDP CPU RAM efficient loading are different loading-path regressions, not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 index error with non-pretrained BERT is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba is unrelated to MXFP4 quantization fallback for git-oss-20b." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC STE mismatch and DiaConfig token-ID loss cause different failures in different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization memory regression is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice_preset and CustomTrainer compute_loss signature errors are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash load-test failure is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error is unrelated to Jupyter custom-model initialization regression." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and quantization failure is unrelated to MXFP4 loading fallback." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero probabilities in SigLIP2 are unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both are about exception handling, but they are different code paths and different failure modes; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight-tying failure is unrelated to BLIP2 dtype propagation bug." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are distinct issues." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor chat-template sampling rate is unrelated to Whisper decode token-skipping behavior." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected argument are different loading regressions." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision dependency regression." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE loading/conversion and multimodal token counting are unrelated 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": 18, + "review_unit_index": 18, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:42490|issue:43257", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:29159|issue:34567", + "issue:43329|issue:44479", + "issue:44849|issue:45701", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:43257|issue:43931", + "issue:43927|issue:44912", + "issue:43452|issue:43582", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:33357|issue:34567", + "issue:42915|issue:44821", + "issue:41720|issue:43540", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:43540|issue:44479", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:38175|issue:44898", + "issue:43257|issue:43696" + ], + "prepared_review_unit_hash": "14d35e121b3b244f0082e2d9fc13b1c052fd5ea1235199bee5b1c2a35374b214", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37726, + "estimated_input_tokens": 9432, + "estimated_eval_tokens": 19120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports, with only one likely duplicate-style pair around Qwen video-input regressions. The strongest umbrella issue is the Qwen video regression report, but it is still broader than most others in the set.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44479 is the broadest and most central report in the only clear thematic pocket here (Qwen video-input regressions across multiple model families), so it best serves as the cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best standalone representative because it describes a multi-model video-input regression in v5.3.0 and is the most umbrella-like issue among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are model-loading/configuration bugs, but one is about missing fields from trust_remote_code configs and the other about from_config not unwrapping text_config; different failure modes and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash path import warnings and Qwen3 MoE weight conversion under accelerate+deepspeed are unrelated problems." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video processing, but one is an internal multimodal token-count helper bug and the other is a batched-shape issue in video processors; not the same underlying defect." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and different code paths, so they are not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token accounting and GPT-oss perplexity are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "These are separate tokenizer regressions with different symptoms and likely different root causes." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState's num_input_tokens_seen not updating." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video paths, but 43329 is a helper-function undefined-variable bug while 44479 is a broader video-input regression across Qwen models." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior and a generic tokenization-change report are not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM key errors are distinct model-loading issues." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and PIL backend torchvision requirements are different failures." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading and Qwen3-VL weight-shape mismatch are different model-specific problems." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token IDs and GPT-oss MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file / from_pretrained loader breakage is unrelated to an Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key issues are unrelated regressions." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but one is BOS/EOS insertion behavior and the other is a LlamaTokenizer pre-tokenizer override affecting DeepSeek models." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS bus error in CLIP loading and a TrainerState counter bug are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are different features and failures." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and Qwen3OmniMoe video processing ValueError are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are unrelated issues." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but one is a ValueError in Qwen3OmniMoe processing and the other is a broader multi-model video regression; not enough evidence they share the same root cause." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload loading and CLIPTokenizer max-length are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same family of Qwen video-input regressions, centered on incorrect video-position handling in v5.3.0." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen3-vl-embedding StopIteration are different video bugs." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "A model load failure and a list_repo_files revision-forwarding CI bug are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and a PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but one is a missing key for MobileLLM and the other is an unexpected argument under init_empty_weights; different code paths." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Blip2 dtype persistence and SwitchTransformers/TimmWrapperModel bfloat16 mismatches are distinct dtype bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken duplicate special-argument handling and EMBEDDIA/est-roberta tokenizer loading are unrelated tokenizer issues." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Perceiver interpolation failures are different vision-model bugs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and GPT-oss CUDA OOM are not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: most items are indeed disparate bug reports, and the only clearly related pair is the Qwen video-input regression pocket centered on issue:44479 / issue:45381. The canonical-issue choice is conservative and supported by the breadth of issue:44479. I didn\u2019t see overstatement in the soft-edge verdicts." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 19, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45920", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:44737|issue:45588", + "issue:43404|issue:45987", + "issue:34567|issue:36331", + "issue:43646|issue:43749", + "issue:44062|issue:45081", + "issue:44913|issue:46121", + "issue:43493|issue:43994", + "issue:43906|issue:45381", + "issue:43749|issue:44756", + "issue:43257|issue:43756", + "issue:44792|issue:44964", + "issue:44291|issue:44821", + "issue:36010|issue:42175", + "issue:28282|issue:34689", + "issue:42175|issue:43824", + "issue:45042|issue:45081", + "issue:45357|issue:45920", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:45405|issue:45600", + "issue:28282|issue:29127", + "issue:43643|issue:45375", + "issue:43526|issue:45479", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:44625|issue:44877", + "issue:43720|issue:44898" + ], + "prepared_review_unit_hash": "061885a9824ae469d6676f97ad49409d4157a70ed5c958d5da4c56e8dc4aad71", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36152, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports with a few superficial title similarities; I only see one plausible duplicate pair around SigLIP2 behavior.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43493 is the best representative because it describes the underlying SigLIP2 implementation mismatch directly, while issue:43994 looks like a downstream symptom of the same model-level problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the broadest and most diagnostic report in the cluster; it is the closest thing to a canonical issue, but the overall cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: XLNet CPU device placement vs flash-attention auxiliary-state handling." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "lm_head tying bug and StaticCache seq-length return type are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both are trainer-related, but one is token accounting and the other is a custom loss API break." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are distinct failures." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken kwarg conflict is not the same bug as the Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve rope params, but one is config reload persistence and the other is JSON-list validation/type handling." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 model-level discrepancy producing incorrect outputs, with 43994 likely a downstream manifestation of the implementation mismatch." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of another issue is not the same bug as the Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading concerns, but the reported root causes and fixes are different." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE layer dropping are unrelated model-specific bugs." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model-loading failures with no shared concrete code path." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and missing TensorFlow backend packaging are different issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic missing-PyTorch import error is not the same as the Llama 3.2 vision model-loading regression." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend dependency packaging and missing Qwen2.5-VL import are separate problems." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Torchvision dependency enforcement is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect visual encoder save keys and wrong tokenizer IDs are different subsystems and symptoms." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading breakage and a specific model-loading failure do not look like the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A KeyError on one model and a Float8 storage lookup TypeError have different causes." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A version-pin problem and stale auto_mappings references are not duplicates." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but the mechanisms differ: trust_remote_code object hydration vs strict-field dropping." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "ImageProcessor label reduction and sequence-classification zero-loss behavior are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and Qwen2.5-VL rope indexing are separate model bugs." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation and granite_speech strict-config loading are different config bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is not the same as Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch missing import and LayoutLMv3 box-validation messaging are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. It correctly treats the cluster as mostly unrelated issues and only endorses the SigLIP2 pair as a plausible duplicate. The soft-edge verdicts are generally 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": 18, + "review_unit_index": 20, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202" + ], + "soft_pairs": [ + "issue:43697|issue:45216", + "issue:43582|issue:44977", + "issue:44514|issue:45381", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:44466|issue:45005", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:43906|issue:46202", + "issue:45372|issue:46170", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:30064|issue:33666", + "issue:44936|issue:45823", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:44484|issue:44704", + "issue:38175|issue:43295", + "issue:44514|issue:45290", + "issue:45542|issue:46178", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:29159|issue:33357", + "issue:44843|issue:44991", + "issue:44493|issue:46050", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:41720|issue:43906", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:44361" + ], + "prepared_review_unit_hash": "5e8bf7eb657edee053ee0642383d93663b2c70541b40f50d4bbcf8beb0f93a3c", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37505, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: these items cover unrelated tokenizer, processor, backend, save/load, and model-execution bugs. None of the soft pairs looks like the same underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is safe to choose: the cluster is a grab bag of unrelated bugs, so any representative would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global canonical candidate; if forced, the closest is a broad save/load regression, but it still does not unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different failures: RTDetrV2 output drift vs Qwen3.5 checkpoint save/load regression." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but different code paths: batched chat templating vs video position IDs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error vs LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load crash vs trainer.evaluate() state bug; unrelated paths." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is serialization inconsistency and the other is a translation-model v5 regression." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf loading breakage vs Blip2 dtype staying float32; different bugs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Different loading bugs: gguf_file handling vs an unconditional model_info() call in a regex patch." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of one issue vs Gemma pipeline roundtrip failure on \u2581; no shared bug." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure vs Windows ROCm torch.distributed dependency problem." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC forward/from_latents mismatch vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor.tokenizer regression vs Kimi codec/regex warning regression." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation map processing vs Qwen2-VL multi-GPU training; unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle bug vs Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug vs MLukeTokenizer AttributeError." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task failure vs AutoTokenizer loading a different tokenizer class." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "max_shard_size question vs kwargs not forwarded to cached_file; different concerns." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip zero probabilities vs processor.tokenizer regression; unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is batching/padding and the other is tool-call/no-content handling." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend availability errors, but for different backends and different triggering conditions." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird mask-token special registration vs mdeberta add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype loading issue vs RTDetrV2 output differences; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs CLIP bus error on macOS." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline mistral regex patch bug vs EMBEDDIA tokenizer load failure." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id warning regression vs quantized save/load breakage." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled chunked generation inconsistency vs Qwen3 recurrent-state reset bug." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token bug vs DiaConfig custom token IDs lost on save/load." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs MobileLLM loading key error." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto-device-map cudaErrorAssert vs a reproduction of a different issue." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile SDPA bug vs DiaConfig token-ID persistence bug." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked generation inconsistency vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA failure vs MLukeTokenizer AttributeError." + } + ] + }, + "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": 18, + "review_unit_index": 21, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45357", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:44977|issue:46209", + "issue:43643|issue:44561", + "issue:32090|issue:34567", + "issue:43577|issue:45588", + "issue:28282|issue:35141", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43504|issue:43720", + "issue:45491|issue:46002", + "issue:44466|issue:46050", + "issue:43504|issue:44610", + "issue:41720|issue:44464", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43688|issue:45440", + "issue:44849|issue:46209", + "issue:45823|issue:46050", + "issue:28282|issue:32090", + "issue:43262|issue:43295", + "issue:28282|issue:33357", + "issue:43720|issue:43927", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:43994|issue:46192", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:43756|issue:44913", + "issue:43525|issue:43572", + "issue:44849|issue:45357", + "issue:43493|issue:43825", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "c8948d7f07ad962cb56c4d8493d52363f77032fe55f41771818c5934e8fa73cd", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "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": "No credible duplicate cluster here: the soft pairs are mostly superficial matches across unrelated bugs, regressions, config issues, and model-specific failures. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the items span many unrelated code paths (trainer, loading, generation, multimodal processors, configs, quantization, and device-mapping bugs).", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication: there is no coherent underlying bug/theme shared by the set, so picking one issue as representative would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different failures: Qwen3.5 flash-attention generation bug vs FP8 inference on B200." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing fields in AutoConfig and the other is a v5 removal breaking remote models." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error and TrainerState token counter not updating are unrelated trainer issues." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype-loading problem is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch vs token embedding resizing/post_init reinit are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy field in Beit semantic segmentation is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Unsupported _gpu_broadcast_one types and Qwen2-VL multi-GPU training are different problems." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading failures: Beit legacy field vs BitNet packed-weight unpacking." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention and the other is classification-head init/checkpoint behavior." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization inconsistency for tied lm_head weights is not the same as sinq quantized model save/load breakage." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy preset loading and OmDet-Turbo processor size mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert is unrelated to chunked generation inconsistency under compiled forward." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue vs GenerationMixin import error are not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor-from-URL failure affect different loading paths." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but they concern different models and different correctness bugs." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden_states output bug is unrelated to FP8 inference on B200." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch and quantized save/load corruption are different issues." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch ImportError and trainer _gpu_broadcast_one TypeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate defaulting and processor.tokenizer/image-handling regression are different processor bugs." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch ImportError and MacOS CLIP bus error have no shared underlying cause." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig custom token ID loss are unrelated save/load bugs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage and ScandiBERT load failure are distinct model-loading problems." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig save/load field loss." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are different API behaviors." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and custom compute_loss signature mismatch are unrelated Trainer issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading bug and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 dropping RoPE layers and GPTNeoX rotary_pct reset on reload are separate config/model bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing padding config fields, but they affect different model configs and different attribute names." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden_states bug is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 JAX/HF discrepancy and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 documentation example errors are not the same as the broader SigLIP2 implementation discrepancy." + } + ] + }, + "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": 18, + "review_unit_index": 22, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46285" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43577|issue:44554", + "issue:43688|issue:43749", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43688|issue:45704", + "issue:39692|issue:43295", + "issue:44493|issue:46285", + "issue:43756|issue:45083", + "issue:43493|issue:43844", + "issue:43646|issue:44466", + "issue:43334|issue:43572", + "issue:33357|issue:33666", + "issue:45229|issue:45823", + "issue:43334|issue:45759", + "issue:43927|issue:44361", + "issue:43824|issue:44589", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43278|issue:43844", + "issue:44625|issue:45759", + "issue:43257|issue:43299", + "issue:43688|issue:45701", + "issue:43575|issue:45405", + "issue:43572|issue:44291", + "issue:43606|issue:44112", + "issue:43504|issue:43653" + ], + "prepared_review_unit_hash": "1937d8e6b8510164db301fc0f01411d8b97adb4ec75408e5085bea67e7a43be9", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36899, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose mix of mostly unrelated model-loading, tokenizer, config, and training-regression reports; I did not find any soft pair that looks like the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45812 is the strongest representative because it describes a broad, silent tokenizer regression affecting multiple Granite models, which is a clearer and more user-facing failure mode than the other similarly themed reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best issue candidate overall: it is concrete, high-impact, and framed as a cross-model regression with a well-defined symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a model-load failure for Phi-4 multimodal; the other is a dependency/version pin problem. Different root causes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL variants vs num_labels propagation in Qwen3.5; different code paths and symptoms." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs an attention correctness issue on MPS; not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug vs FSDP CPU RAM efficient loading breakage; unrelated failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different models and behaviors (special-token handling vs Granite token IDs)." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs Qwen3.5 flash-attention generation bug; different subsystems." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only fine-tuning input defaults vs multi-GPU inference OOM; not the same underlying defect." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific model failing to load vs unconditional hub metadata access breaking offline mode; different causes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization bug vs T5/apex RMSNorm memory leak; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example mistakes vs custom-model regression involving processor.tokenizer/image passing; not the same issue." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys during loading vs CLIP text-model structure inconsistency; different bugs." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer discrepancy vs qwen3_omni_moe feature-length helper behavior; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs DeepSpeed/ZeRO gradient inflation; different failure modes." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage vs lm_head serialization inconsistency; not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different config-attribute regressions in different model families (pad_token_id vs pad_token_idx)." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Mac CLIP bus error vs Qwen2-VL multi-GPU training request; unrelated." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Inference OOM vs device mismatch in forward with device_map=\"auto\"; different concrete problems." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL config vs failure to unwrap text_config for composite Qwen multimodal configs; different issues." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token ID loss vs MLukeTokenizer AttributeError; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a model class vs missing Float8 storage type; different layers of the stack." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field load failure vs bark-small CPU offload device mismatch; no shared root cause." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage deserialization issue vs flash_attn import key error on Python 3.13; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift between train/eval vs abnormal gradient growth under ZeRO-3; different problems." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "num_labels propagation bug vs text_config unwrapping in from_config; different config handling paths." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE weight-conversion issue under accelerate/deepspeed vs Qwen3VL MoE loading regression; related family, but not the same concrete bug." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization bug vs broad tokenizer-version behavior change; not the same underlying issue." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B vs an unreleased PEFT version bump; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs init_empty_weights TypeError from an unexpected argument; different regressions." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "bark-small CPU offload device mismatch vs GraniteSpeech CI device-override test staleness; different scopes." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT pretrained-load failure vs BigBirdTokenizer special-token registration/empty decode bug; 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": 18, + "review_unit_index": 23, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45405", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192" + ], + "soft_pairs": [ + "issue:44792|issue:45405", + "issue:44423|issue:44734", + "issue:44464|issue:45584", + "issue:45588|issue:46050", + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:43688|issue:43873", + "issue:29159|issue:32090", + "issue:44554|issue:45446", + "issue:44521|issue:45290", + "issue:15354|issue:38175", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:43873|issue:46050", + "issue:45200|issue:45823", + "issue:43278|issue:43701", + "issue:45072|issue:45198", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:45406|issue:46121", + "issue:28218|issue:33357", + "issue:45823|issue:46192", + "issue:43493|issue:43701", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43295|issue:43873" + ], + "prepared_review_unit_hash": "b6ea5d45fc4ba95298d82d0de4846c7c6067b52803848c7fb8aebe0f77f01ac2", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36786, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a collection of unrelated transformer bugs across tokenization, serving, multimodal, training, and quantization; none of the soft pairs look like true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the strongest representative issue: open, well-discussed, and high-signal with inbound references around a concrete quantization/offloading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the clearest standalone issue to anchor the cluster because it is active, specific, and broadly impactful.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Different bugs: janus image-generation test failure vs an unreleased PEFT version requirement." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is continuous-batching multimodal input handling and the other is KV-cache continuation indexing." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistencies are unrelated to Whisper failing on empty transcription after token alignment." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention aux-argument AttributeError vs broken quantized save/load are different code paths and symptoms." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id key errors are distinct failures." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures do not match MLflow not being reported after a failed training job." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to TrainerState token-count updates." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization/offloading are separate training bugs." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as NoneType broadcast errors in Trainer." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness on head-dim mismatch is unrelated to a PyTorch version check bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templating, but all-zero assistant masks and crashes on tool-call messages are different failures." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "JIT scripting GeneratorExp is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compilation and flash_attn import KeyError are different problems." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma4 token-type defaults." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both mention quantization, but offloading failures and broken quantized persistence are not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Text-only fine-tuning defaults and device-map forward mismatches are different Gemma4 issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 eval drift is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 inference dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation-kwargs update logic and output_hidden_states bugs are separate code paths." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and RoPE validation TypeError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing behavior is unrelated to a MacOS bus error in a CLIP model." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 PLE device placement and return_tensors handling are different issues." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy does not match checkpoint resume key mismatches." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video shape issues are different multimodal bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation/example errors are not the same as silent return_tensors ignoring." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS is unrelated to Kimi-K2.5 tokenizer codec handling." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading are unrelated 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": 18, + "review_unit_index": 24, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44857", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45759", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285" + ], + "soft_pairs": [ + "issue:45381|issue:46209", + "issue:43572|issue:44987", + "issue:43950|issue:46285", + "issue:43572|issue:43957", + "issue:44898|issue:45412", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43334|issue:43525", + "issue:37428|issue:43957", + "issue:42490|issue:43696", + "issue:43824|issue:43975", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:44442|issue:45198", + "issue:43295|issue:43493", + "issue:42915|issue:43824", + "issue:43975|issue:45520", + "issue:38175|issue:45412", + "issue:43262|issue:43450", + "issue:45759|issue:46285", + "issue:44514|issue:44521", + "issue:37428|issue:43824", + "issue:45520|issue:46170", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:44610|issue:44857" + ], + "prepared_review_unit_hash": "636f6f2b9671ed1ae21eb3cea0926c00525011cbae873392ecef5f7d408145fb", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37332, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one clear duplicate-like pair in the SigLIP2 reports. The rest of the soft edges look like broad lexical similarity rather than the same underlying bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43493 is the strongest canonical issue because it describes the underlying SigLIP2 implementation discrepancy at the model level; issue:38175 reads like a symptom report of that same problem (zero probabilities on the SigLIP2 model).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best overall issue to anchor the only accepted duplicate pair, and it is more root-cause-oriented than the symptom report in issue:38175.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Both are transformer model bugs, but one is Qwen2.5-VL position IDs and the other is FP8 inference on B200; different code paths and symptoms." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading/regression after v5, but one is missing pad_token_idx in StableLmConfig and the other is a load failure for a specific model; not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to the CLIP text model structural mismatch." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both concern loading regressions, but one is a missing config attribute and the other is meta-device loading breakage; too broad to be the same issue." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA on Bamba and ZeRO-3 gradient growth are different training/runtime problems." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights is not the same as LoRA merging causing model collapse." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal-model issues, but one is mm_token_type_ids defaulting wrong and the other is rope/position-id scaling; distinct bugs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch shape and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import-utils KeyError on Python 3.13 is unrelated to tensorflow_text backend mapping." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different configs/models and do not clearly share the same concrete failure path." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash support helper import is unrelated to meta-device loading regression." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning with trailing slash is unrelated to GPT-oss OOM." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing Qwen2_5_VL symbol import and DeepSeek detokenization are separate issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory efficiency are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BEiT reduce_labels truncation and text_kwargs/return_tensors handling are different processor bugs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both report SigLIP2 output/behavior problems, and 43493 frames the likely underlying HF-vs-JAX implementation discrepancy that explains the zero-probability symptom." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save_pretrained/tokenization failures are different tokenizer/model issues." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor.tokenizer regression and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen2_5_VL import error are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek detokenization regression and flash_attn import error are different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and video processor batched-shape bugs are different modality-specific issues." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen text_config unwrapping and CLIP text-model structure inconsistency are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve Qwen2.5-VL chat_template, but one is a batching/padding crash and the other is all-zero assistant masks; related area, not the same concrete bug." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing is_torch_fx_available and missing is_falcon_mamba_ssm_available are different import_utils symbol regressions." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo image size mismatch and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "A flash-support import error and a Qwen2.5-VL class import error are different missing-symbol issues." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn KeyError and Windows ROCm torch.distributed import/type errors are unrelated platform issues." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference on B200 are different runtime failures." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "These are both missing helper exports, but they concern different symbols and different affected model paths." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Same as above: processor input-size mismatch versus AMP loss crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet and appropriately conservative. The only accepted pair is well-supported by the titles as a symptom/root-cause SigLIP2 match, and the remaining soft-edge rejections stay within the evidence available from the issue summaries." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 25, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "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:44493", + "issue:44743", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234" + ], + "soft_pairs": [ + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43335|issue:43550", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "issue:37428|issue:43425", + "issue:44448|issue:44743", + "issue:45127|issue:45245", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:43611|issue:43931", + "issue:45290|issue:45381", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:44206|issue:45823", + "issue:43335|issue:43504", + "issue:29942|issue:32090", + "issue:45588|issue:45859", + "issue:37428|issue:44351", + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:43335|issue:45083", + "issue:43388|issue:43526", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:28218|issue:35141", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:45593" + ], + "prepared_review_unit_hash": "05cb03414e2e127f1891acede16a4a369efa6adcaea7ba43b140b95faf22495e", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38411, + "estimated_input_tokens": 9603, + "estimated_eval_tokens": 19462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only clear duplicate pair is the repeated Qwen3.5 MoE `from_pretrained` error report; the rest are distinct bugs or doc/test regressions in different code paths.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the earlier report of the exact same Qwen3.5 MoE `from_pretrained` failure and already has an inbound reference, so it is the better canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative issue in this cluster because it is the original, clearly scoped report for the one true duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different failures: DAC `from_latents` vs GraniteSpeech CI device-override test. Same broad runtime area, but not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is about pipeline removals for summarization/translation while the other is about `return_all_scores` behavior in text classification docs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated components and symptoms: DAC latent conversion vs Qwen3 Omni MoE feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different model paths and errors: unsupported `center` arg in `LasrFeatureExtractor` vs Whisper empty-transcription failure after `align_special_tokens`." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Distinct bugs: SwitchTransformers config creates a sparse layer incorrectly, while Bamba fails under `torch.compile` with SDPA." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different loss/model logic: LwDetr AMP crash vs D-FINE not using auxiliary losses when denoising is off." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "A CPU offload device-mismatch in Bark-small is not the same as the Qwen3 Omni MoE helper-function issue." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "One is a failing Janus image-generation test, the other is a stale warning in paged generation; no shared code-path bug." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "An import error for `_flash_supports_window_size` is unrelated to Torch 2.10 incompatibility in general." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output differences across v4/v5 and Qwen recurrent-state resets are separate model-behavior regressions." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to the `2^24` category limit runtime error." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 text-only fine-tuning input handling and flash-attention `s_aux=None` crashes are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBird tokenizer special-token registration are unrelated issues." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading errors, but one is about `base_model_prefix` compatibility and the other is a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template crashes on tool-call messages and Qwen2.5-VL video position IDs are not the same underlying bug." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `IndentationError` in DebertaV2 import is unrelated to the Qwen3 Omni MoE helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba `torch.compile` SDPA failure and a stale GraniteSpeech CI test are not the same code-path problem." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "`from_latents`/STE mismatch in DAC is unrelated to the unexpected position-id key issue." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: unsupported `center` arg vs Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BEiT pretrained preset loading via a legacy field are distinct bugs." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` rejecting `NoneType` are unrelated CI/runtime issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch flash/offload areas, but one crashes on `s_aux=None` in flash attention while the other is a Qwen3.5 MoE rotary-embedding CPU-offload incompatibility." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing `_flash_supports_window_size` and missing `HybridCache` are separate import regressions." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in evaluate and a stale translation-task error message in pipeline are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and a missing import-utils symbol are different import/compatibility issues." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation problems and BEiT fast image processor label reduction are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation is unrelated to the Qwen3 Omni MoE feature-length helper behavior." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "`gather_for_metrics` truncating tuple labels and `reduce_labels` returning one label are different label-processing bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are the same Qwen3.5 MoE `from_pretrained` error reported twice, with the same version-specific failure and no meaningful distinction in code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is well grounded in the packet. The only accepted duplicate pair, issue:45310 vs issue:45478, is a strong match: identical title, same failure mode, and the earlier issue is a sensible canonical choice given its earlier timestamp and inbound reference. The rejected soft edges are generally conservative and based on distinct titles/code paths, without overstating duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 26, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43746", + "issue:43854", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:45920|issue:46192", + "issue:38175|issue:44493", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:43927|issue:45698", + "issue:40444|issue:43526", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:44857|issue:45588", + "issue:43746|issue:46209", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:43278|issue:43381", + "issue:43611|issue:46285", + "issue:45198|issue:45803", + "issue:45588|issue:45823", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:25251|issue:32090", + "issue:45245|issue:45563" + ], + "prepared_review_unit_hash": "0129e108b81707004d8ddc72ab8795edb795cd3493437fe58506ff3525f3fd69", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37199, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are only loosely related by broad themes like v5 regressions, tokenization, serialization, and inference edge cases. I don\u2019t see any soft pair that looks like the same underlying bug/change, so all candidate edges are rejected.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report in the set: it is open, affects multiple models/tokenizers, and describes a concrete v5 regression with clear user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best issue candidate for triage because it is the most general, well-described, and still actionable report among the provided issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both concern loading/import behavior, but one is a local-path slash warning and the other is a model-load failure in tests; different code paths and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: CPU offload device mismatch for bark-small versus float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "One is a tokenizer regression across several models; the other is `return_tensors` being ignored when `text_kwargs` is passed. Related area, not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "One is zero probabilities in SigLIP2; the other is position-id key warnings across models. Different underlying issues." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to removing `is_torch_fx_available` and trust_remote_code breakage." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related crashes, but they affect different models and different inference paths; not the same concrete bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are distinct problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences are a model-regression issue, but unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading breakage for Llama Vision is not the same as post-init reinitialization of `lm_head` after resizing embeddings." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen3 Omni helper-length behavior are different failure modes." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMV3 error-message clarity is unrelated to the trainer `_gpu_broadcast_one` NoneType TypeError." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is not the same as the Qwen3 Omni feature-length helper bug." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is custom token IDs in config and the other is wrong custom module resolution; different root causes." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and BEiT fast processor label reduction are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same bug as embedding reinitialization after resizing." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are unrelated issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of `is_torch_fx_available` breaking remote-code models is unrelated to DeepSeek tokenizer regressions." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and stale `num_return_sequences` warning are not the same underlying bug." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion failure is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Both mention runtime failures, but one is AMP dtype instability and the other is a flash-attention attribute error on sink-less models." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and FP8 inference on B200 are separate issues." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import failure is unrelated to the flash_attention `s_aux=None` crash." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Export-time training-guard/erfinv problems are different from the flash_attention sink-less model crash." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "A dtype change between train/eval is not the same as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "Both are model-loading regressions, but the `base_model_prefix` breakage and CLIP structure inconsistency are distinct API issues." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu batch feature exception handling are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 PLE device mismatch during forward are different code-path failures." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions around model behavior/serialization, but one is output divergence and the other is device-dependent `lm_head.weight` serialization." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and trainer GPU broadcast NoneType errors are completely different bugs." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error and stale warning emission 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": 18, + "review_unit_index": 27, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44610", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45712", + "issue:46121" + ], + "soft_pairs": [ + "issue:36010|issue:37428", + "issue:44186|issue:45198", + "issue:45459|issue:45712", + "issue:43065|issue:45412", + "issue:43611|issue:46121", + "issue:44361|issue:45198", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:45372|issue:45459", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:43976|issue:45440", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:43278|issue:43575", + "issue:44265|issue:45198", + "issue:43066|issue:44462", + "issue:10000|issue:15354", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:43421|issue:45491", + "issue:43381|issue:43701", + "issue:44734|issue:45406", + "issue:43653|issue:44442", + "issue:43065|issue:43994", + "issue:44610|issue:45412", + "issue:41720|issue:45229", + "issue:32090|issue:33357" + ], + "prepared_review_unit_hash": "7d3ac21e2297fd39986412580f3de28853dcd97940c1395da50fda0fa6d21382", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36447, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set around one bug; it mixes many unrelated Transformers issues across tokenizers, quantization, serving, model loading, and model-specific regressions. None of the soft pairs look like the same underlying defect closely enough to merge.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the items span distinct subsystems and different failure modes, so there is no single bug that safely represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate is suitable as a cluster representative because the reports are too heterogeneous and would mislead triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but for different symbols in different modules and likely unrelated regressions." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model areas and different failures: LayoutLMv2 NER padding crash vs Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "One is a protobuf-related tokenizer error-handling bug; the other is leftover dummy classes leaking into module listings." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different models and different problems: Sam3 pixel decoder dummy conv vs RT-DETR memory release on deletion." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "One is a base_model_prefix loading regression; the other is a rope-validation type error with JSON-loaded lists." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Both involve tokenization, but one is an AttributeError in MLukeTokenizer while the other is save_pretrained/tokenization failure for Wav2Vec2." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both mention CLIP/SigLIP-like vision-language use cases, but one is a MacOS bus error and the other is doc-example/model-processor mismatch plus quantization failure." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Both concern Gemma family generation behavior, but one is eos_token_id config mismatch and the other is flash-attention generation failure." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different root causes: Gemma 4 processor import failure vs tokenizer protobuf error masking." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Both are version regressions, but one is a LaserFeatureExtractor arg crash and the other is a video input regression across Qwen VL variants." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Different attention/image-processing issues: Flash Attention 2 test failures vs void segmentation map handling." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Different failures: Python version incompatibility in 5.1.0 vs DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both are quantization-related Qwen3Moe problems, but one is FineGrainedFP8Config failure and the other is quantized model saving failure." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems: SigLIP2 bad outputs with AutoModel/pipeline vs RT-DETR memory cleanup." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "One is a dtype mismatch between train/eval; the other is tensor-parallel OOM on a large Qwen2 model." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Export failure due to torch_compilable_check is unrelated to Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are distinct loading/serialization bugs." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are unrelated model/export problems." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both involve memory/quantization concerns, but one is offloading not working while the other is multi-GPU CUDA OOM on Gemma4." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing update bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation and resume_from_checkpoint key mismatch are separate training issues." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different serve-time failures: KV-cache continuation tensor indexing vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration/empty decode is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different model families and different defects: dummy Conv2d in Sam3PixelDecoder vs SigLIP2 nonsensical outputs." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor/model input-size mismatch for OmDet-Turbo is unrelated to RT-DETR memory release." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different inference failures: Qwen3 auto device mapping cudaErrorAssert vs Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to MacOS bus error with community CLIP model." + } + ] + }, + "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": 18, + "review_unit_index": 28, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44554", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43278|issue:43329", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:43723|issue:44554", + "issue:43761|issue:45859", + "issue:45440|issue:45593", + "issue:45103|issue:45372", + "issue:43526|issue:44186", + "issue:43575|issue:43701", + "issue:43575|issue:44387", + "issue:42490|issue:43381", + "issue:43526|issue:44857", + "issue:44977|issue:45245", + "issue:43334|issue:43531", + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:43646|issue:44077", + "issue:29127|issue:35141", + "issue:44743|issue:44811", + "issue:42915|issue:43931", + "issue:43262|issue:44206", + "issue:43452|issue:45588", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:44062|issue:45907" + ], + "prepared_review_unit_hash": "b2396327881f87b52b041188ec68acee268a6f1de3f956ff2e864e12e966d93b", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35869, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated Transformers issues across many models and subsystems. I found no credible duplicate center; all proposed soft edges are false positives.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated failures (tokenizers, audio, vision, quantization, generation, import errors) with different root causes.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative of the cluster because there is no common underlying bug or change linking these reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different subsystems and failures: dtype drift in evaluation vs undefined multimodal token helper names in video token counting." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Unrelated models and behaviors: Smollm3 RoPE-layer placement vs DeepSeekV3 implementation divergence." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both mention Gemma 4 loading, but one is a missing mistral_common import and the other is a serve-side missing _tokenizer attribute; different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 OCR index error are separate image-processing issues." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to a GenerationMixin import error." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression in v5 is unrelated to an MPS attention correctness bug." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3 MoE CPU-offload incompatibility are different bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 divergence is not the same as D-FINE missing auxiliary losses." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling is unrelated to Gemma 4 processor import problems." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer/image-preprocessing related at a high level, but they affect different models and distinct failure modes." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on model load is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve OOM wording, but one is model-loading TP memory pressure and the other is int4 quantization reserved-memory growth; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import warning on local path parsing is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP crash are separate image bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue is unrelated to a categories cardinality limit error." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are different configuration/load issues." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific missing class import is not the same as a general dependency issue with transformers." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and bf16 dtype mismatches are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom model initialization breakage is too broad to equate with a specific PatchTSMixer post_init constraint." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and token-embedding reinitialization are different code paths and concerns." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset under cache is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and unsupported center-arg propagation are separate audio regressions." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loading regressions and flash_attention s_aux=None crashes are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to Whisper empty-transcription failures." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Both involve vision models, but a MacOS bus error and zero-probability outputs are not the same defect." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken argument duplication and list_repo_files revision forwarding are unrelated API 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": 18, + "review_unit_index": 29, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:42175", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44568", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:28218|issue:32090", + "issue:44464|issue:45491", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:43381|issue:43873", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:34689|issue:43611", + "issue:32090|issue:33290", + "issue:43720|issue:44442", + "issue:44479|issue:45290", + "issue:34689|issue:36010", + "issue:43931|issue:45216", + "issue:44442|issue:45803", + "issue:43550|issue:44743", + "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:42907|issue:45698", + "issue:42175|issue:46234", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:43761|issue:44188", + "issue:45290|issue:46209", + "issue:44855|issue:45137", + "issue:33290|issue:34689", + "issue:44568|issue:45479", + "issue:44190|issue:44496", + "issue:44077|issue:44479", + "issue:44987|issue:46178" + ], + "prepared_review_unit_hash": "55f68b09cfb97bc0c5dd2b76fcb1618c43d9823868c1d6711a17de7c9bb08448", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36147, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are mostly false positives: they span unrelated transformers bugs across tokenization, training, quantization/offloading, multimodal model loading, and docs. I would not merge any of these pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items are heterogeneous and do not share one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is required, issue:28218 is the cleanest standalone report, but it only covers tokenizer spacing and does not represent the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug vs Trainer `_gpu_broadcast_one` TypeError; unrelated code paths." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch vs Gemma3 NaN embeddings from sliding-window padding; different failures." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "DeepSpeed Adafactor OOM vs TrainerState token counter not updating; not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer load failure vs Perceiver image-size/interpolation failure; different subsystems." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs quantization offloading bug; separate behaviors." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load regression vs DeepSeekV3 implementation divergence; not a shared code-path." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch vs Llama4Config missing `pad_token_id`; different model/config issues." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 model loading regression vs `base_model_prefix` loading regression; too broad and different causes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "GPU broadcast NoneType error vs OOM with Adafactor/DeepSpeed; unrelated training failures." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug vs tokenizer loading bug; different components and fixes." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs chat-template tool-call crash; not the same bug." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model loading regression vs missing `GenerationMixin` import; unrelated issues." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on model load vs incorrect checkpoint save_pretrained regression; different directions of failure." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure vs Fuyu batch-feature exception handling bug; no shared underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs Qwen recurrent-state reset bug; different models and mechanics." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs docs still referencing removed `pipeline()`; one is code, the other documentation." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading issue vs Gemma3 eos token config mismatch; not duplicates." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized save failure vs wrong custom module loaded after save_pretrained; both serialization-related but distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backends issue with TensorFlow not included vs missing import utility symbol; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "`trust_remote_code` dropping fields vs GPTNeoX `rotary_pct` not persisting on reload; different config paths." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs Qwen multimodal `text_config` unwrapping bug; not the same model behavior." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden-states regression vs attention-kernel divergence under `torch.compile`; different code paths." + }, + { + "left": "issue:45290", + "right": "issue:46209", + "accept": false, + "reason": "Tool-call chat-template crash vs FP8 inference failure on B200; unrelated runtime issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 decorator parsing issue vs DeepSpeed ZeRO3 deque underflow; no common root cause." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM vs model-loading regression for Llama 3.2; different layers of the stack." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token addition bug vs degenerate zero-loss sequence-classification bug; not duplicates." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset script issue vs unrecognized model/config issue; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional `post_init` policy issue vs video-input regression; different concerns." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading failure for a specific repo vs missing backend mapping for `tensorflow_text`; separate bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 30, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45584", + "issue:45656", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:43650|issue:46202", + "issue:29127|issue:33357", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:33290|issue:35141", + "issue:43575|issue:43742", + "issue:43540|issue:44514", + "issue:43316|issue:43716", + "issue:33290|issue:45656", + "issue:44871|issue:45584", + "issue:43316|issue:44877", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:43295|issue:44871", + "issue:45803|issue:46170", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43232|issue:43388", + "issue:43504|issue:45698" + ], + "prepared_review_unit_hash": "c2053b6ddbed0b8af52dcee3dce3bdd0e8533f9dab1fb7188d780c65fecb3a96", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35126, + "estimated_input_tokens": 8782, + "estimated_eval_tokens": 17820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it spans unrelated bugs in loading/saving, multimodal processing, generation, optimizer behavior, and model-specific regressions. None of the suggested soft pairs look like the same underlying bug or change, so I reject all of them. If one issue must anchor the cluster, the custom save/load regression in #45698 is the broadest and most active representative.", + "confidence": 0.93, + "canonical_issue_reason": "If forced to choose one anchor, #45698 is the broadest active issue in the group: it concerns save_pretrained/from_pretrained custom-module loading, has multiple inbound references, and overlaps with several other load/serialization-themed reports at a high level.", + "canonical_pr_reason": null, + "best_issue_reason": "#45698 is the strongest standalone representative because it is open, actively discussed, and describes a concrete, user-facing save/load regression with broad impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated: one is a vague \"add the data\" issue, the other is a Gemma pipeline roundtrip/tokenization bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: LayoutLMv3 error-message clarity versus a MacOS bus error in a CLIP community model." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Different subsystems and symptoms: pipeline top_k nesting bug versus missing PyTorch ImportError." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both involve v5 regressions, but one is processor/tokenizer custom-code breakage and the other is a pipeline task-support error message; not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different root causes: failure to run a script versus OOM while loading a large model with tensor parallelism." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA failure versus resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Device-mismatch with CPU offload is unrelated to checkpoint key mismatches." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different areas: DeepSpeed/Adafactor OOM versus embedding reinitialization during post_init." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Both are loading issues, but one is tensor-parallel OOM and the other is a key error loading a specific model; different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different code paths: video-input processing in Qwen3OmniMoe versus batched chat-template handling." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Unrelated model/config API discrepancy versus image-preprocessor dtype mismatch." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is an optimizer OOM and the other is double optimizer stepping; not the same fix." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different models and bugs: Gemma EOS token config inconsistency versus Whisper empty-transcription generation failure." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Different config issues: Gemma3TextConfig API mismatch versus granite_speech strict-config loading." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Distinct Mistral-family regressions: lm_head weight tying versus FlashAttention failure." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Unrelated: ESM2 model breakage versus a failing janus image-generation test." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is processor/tokenizer regression; the other is Gemma EOS token list/single-value inconsistency." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different concerns: bare except swallowing interrupts versus Windows/ROCm torch.distributed dependency issues." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same SAM3 family, but different problems: dummy convolution implementation versus CUDA OOM." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both are multimodal/video-related, but one is pipeline processor selection and the other is a missing attribute in Sam3VisionEncoderOutput." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General Transformers 5.0 custom-init breakage is too broad to merge with a GPTNeoX config reload default bug." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization/config regressions: Gemma EOS token config versus quantized-model save/load breakage." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading-related, but one is GGUF-specific tokenizer/model loading and the other is missing model_type in config.json." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different training-time bugs: LoRA merge collapse after vocab extension versus missing mm_token_type_ids defaulting." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different multimodal regressions: CLIPVisionModel hidden_states omission versus Qwen video-input regression." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both affect loading, but one is a legacy-field preset load failure and the other is wrong custom-module selection after save/load; different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 31, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43644", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:45987", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:43572|issue:46178", + "issue:44077|issue:44534", + "issue:45542|issue:46234", + "issue:43673|issue:44743", + "issue:43761|issue:44242", + "issue:44792|issue:44977", + "issue:44617|issue:45584", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44479|issue:44734", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:45803|issue:45987", + "issue:43931|issue:44060", + "issue:35141|issue:42490", + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:45127|issue:45357", + "issue:44521|issue:45381", + "issue:43335|issue:44190", + "issue:44737|issue:45803" + ], + "prepared_review_unit_hash": "fc1ef8210b8fa777be54378565419aeee54a839dbf60c74ab6fd266749eec46e", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36805, + "estimated_input_tokens": 9202, + "estimated_eval_tokens": 18660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the only clear duplicate pair is the Transformers v5 non-persistent-buffer initialization regression. Everything else points to distinct models, configs, or failure modes.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43644 is the earliest and most specific report of the non-persistent-buffer junk initialization bug; issue:44534 is the same regression reworded later.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best anchor because it is the earliest report, directly states the regression, and matches the one confirmed duplicate in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/config issues: StableLm pad_token_idx after v5 update vs undefined tensorflow_text backend registration." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated bugs: patchtsmixer post_init policy vs v5 buffer initialization corruption." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend mismatch is unrelated to missing import_utils helper for falcon_mamba_ssm." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state, but different code paths and symptoms: missing GenerationMixin cache in chunked_prefill vs recurrent states resetting with seq_len>1." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different models and bugs: CLIP hidden_states regression vs load balancing loss omission." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is not the same as Qwen3.5 flash-attention generation corruption." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Same general v5 era, but different bugs: buffer initialization corruption vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset-loading script failure is unrelated to Phi-4 multimodal model loading shape mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure and auto_mappings CI breakage are separate issues with different affected files and failure modes." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different Qwen-related regressions: video input preprocessing vs /v1/responses KV-cache continuation indexing." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import/parse error in DebertaV2Model is unrelated to flash_attention sink-less-model crash." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is not the same as SigLIP2 producing bad outputs through AutoModel/pipeline." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to category-count overflow in preprocessing." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is a model-implementation detail, not the same as OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Model load shape mismatch for Qwen3-VL is a different bug from the false tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token embedding resize/reinit bug is unrelated to local-path trailing-slash import warning." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Same broad release window, but different concrete defects: junk-filled buffers vs rotary_pct not preserved on reload." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug is unrelated to DebertaV2 Python 3.13 import parsing failure." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support issue is unrelated to the decorator/comment parsing error in DebertaV2Model." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to local dataset loading in the training script." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code local models is unrelated to the missing import_utils function." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation indexing are different failure points." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templates is not the same bug as wrong vision_position_ids in qwen2.5-vl video input." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Single-layer sparse-layer creation bug is unrelated to the local dataset loading script failure." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU arange in XLNet relative position encoding is unrelated to the Fuyu bare-except 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": 18, + "review_unit_index": 32, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:42907", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43688", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:44112|issue:45600", + "issue:43116|issue:44190", + 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standalone issue for follow-up because it is a crisp regression with a specific reproduction surface and broad downstream impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI, but one is a stale GraniteSpeech device override test and the other is a broken auto-mapping reference; different failures and code paths." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both involve example scripts, but one is multi-label classification returning empty results while the other cannot load a local dataset for image classification; unrelated bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config/validation issues, but one is about LlamaConfig head_dim constraints and the other is a TypeError in rope-parameter dict conversion." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: Gemma4 embedding resize propagation vs Whisper empty transcription after special-token alignment." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both concern multimodal config fields, but they target different model families and different missing/defaulted attributes." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "One is a processor/tokenizer regression; the other is token-embedding resize not propagating in Gemma4. Same broad area, different bug." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/startup failures, but one is Python 3.14 load failure and the other is a TensorBoard/TensorFlow backend mismatch." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Different domains: category-count overflow in categorical handling versus Whisper transcription behavior after token alignment." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Both touch generation, but one is inconsistent outputs with compiled forward while the other is a stale warning about num_return_sequences." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No clear overlap: a placeholder 'ADD THE DATA' issue versus a bug in _torch_extract_fbank_features()." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Both crash, but one is LayoutLMv2Tokenizer on NER/padding and the other is serving KV-cache continuation with wrong tensor indexing." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are ImportError reports, but they are for different missing symbols in different modules and are not the same export bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model behaviors: tied-weight issue in Mistral3 vs incorrect save_pretrained output for Qwen3.5." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both are import-time concerns, but one is slow import and the other is unsafe sys.modules access; not the same underlying defect." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both involve flex_attention/versioning, but one is compiled flex_attention failing on torch>=2.9 and the other is a wrong version check for AuxRequest import." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated: SigLIP2 zero probabilities versus a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Different problems: a non-existent import from image_utils versus a chat crash with Qwen3.5-35B." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both relate to config loading, but one loses fields under trust_remote_code and the other lacks a model_type in config.json." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model loading failures, but they concern different models and likely different root causes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a runtime model-load regression; the other is CI breakage from removed Sam3LiteText config references." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale GraniteSpeech CI test and a Phi-4 multimodal load failure are unrelated beyond both appearing in CI." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is a warning regression and the other is a concrete Whisper failure on empty transcription." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serving KV-cache indexing and trust_remote_code cache-path collisions are different code paths and bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are missing-import reports, but they involve different modules and symbols with no evidence of a shared removal." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "One breaks trust_remote_code models by removing is_torch_fx_available; the other is a cache path collision for local models." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but saving dequantized Ministrals/Devstrals and FlashAttention failures are separate concrete bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both involve model component wiring, but one is processor.tokenizer/image handling and the other is t5gemma decoder embedding updates." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Different layers entirely: BeitImageProcessorFast label reduction versus TextClassificationPipeline documentation mismatch." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "An unrecognized model/config error is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Both touch training/evaluation losses, but one is metric gathering dropping labels and the other is auxiliary-loss normalization." + } + ] + }, + "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": 18, + "review_unit_index": 33, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:43441|issue:45588", + "issue:43673|issue:44336", + "issue:41950|issue:44016", + "issue:44075|issue:44368", + "issue:42175|issue:44279", + "issue:43299|issue:45216", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:44016|issue:44220", + "issue:44496|issue:45759", + "issue:45335|issue:45584", + "issue:45372|issue:46234", + "issue:43650|issue:46209", + "issue:32090|issue:35141", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:43824|issue:44933", + "issue:44279|issue:45405", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:44016|issue:44062", + "issue:41950|issue:45823", + "issue:43976|issue:45405", + "issue:43299|issue:43854" + ], + "prepared_review_unit_hash": "1431513e362b1001967aea3e74d8f118a23b273cc3006c6d3c758f7efa0b7066", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36682, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers regression/loading/import issues, not a single duplicate bug. I found no soft-edge pair that clearly shares the same concrete root cause, so all candidate links are rejected.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it captures the general post-upgrade breakage pattern and can serve as a cluster anchor better than the many model-specific or narrow bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue because it is the most general, user-facing regression summary in the group; the other issues are narrower manifestations or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve FlashAttention, but they describe different failures: a model-specific FlashAttention breakage vs an AttributeError on `s_aux=None` for sink-less models. Different code paths and fixes." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling in chunked prefill and ANSI color output in loading reports are unrelated bugs." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup and a notebook syntax error are completely different issues." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer arguments being ignored is unrelated to a warning about `tie_word_embeddings=False`." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "A missing TensorFlow backend dependency and a generic dependency issue are too vague and not the same concrete problem." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regression reports, but one is about MoE model loading and the other about incorrect `save_pretrained` output. Different code paths." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and missing auxiliary losses when denoising is off are unrelated modeling behaviors." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning `return_all_scores` and an unrecognized model/config loading error do not share a root cause." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and `_torch_extract_fbank_features()` behavior are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both concern model/config loading, but one is an unknown model type error while the other is failure to unwrap `text_config` for composite Qwen configs. Not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Tokenizer embedding resize behavior for t5gemma is unrelated to Whisper failing on empty transcription." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Both are import-related, but one is a Gemma processor dependency break and the other is a missing utility symbol; different missing imports and fixes." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder/crude issue title and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and embedding reinitialization after resize are unrelated training/model initialization bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Default multimodal config initialization and missing `pad_token_id` on `Llama4Config` are different config bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and `mm_token_type_ids` defaults are different modeling issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Precision casting on BLIP2 loading and incorrect Qwen3.5 checkpoint saving are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and CUDA OOM in Sam3Video are clearly unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related but cover different save/load regressions, so they are not the same underlying bug." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regression in DeepSeek and tokenizer regression in Granite are different model-specific failures." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer access breakage in custom multimodal code is unrelated to DeepSeek tokenizer output corruption." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Documentation example errors and pipeline docs mentioning `return_all_scores` are not the same issue." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing model export and missing image_utils import are both import problems but not the same missing symbol or code path." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A general dependency issue and a specific unreleased PEFT version bump are different problems." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import failure may be one item under the broad import-breakage umbrella, but the titles do not show the same concrete root cause; too broad to merge." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote-code model breakage are unrelated regression classes." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and PEFT version pinning are different dependency issues." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL MoE loading and GLM-4.7-Flash test loading failures are model-specific and 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": 18, + "review_unit_index": 34, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:42994", + "issue:43065", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:44462|issue:45081", + "issue:43650|issue:46132", + "issue:43976|issue:44987", + "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44521|issue:45325", + "issue:43441|issue:45834", + "issue:43653|issue:45593", + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:43901|issue:43994", + "issue:43901|issue:44246", + "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:43450|issue:44617", + "issue:43525|issue:43643", + "issue:43784|issue:45542", + "issue:44188|issue:44336" + ], + "prepared_review_unit_hash": "a262405d73d14b8f23d2a3356bade94282bc637f5e34e3d5428780789354c2b0", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36789, + "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 mostly heterogeneous: the soft pairs share superficial theme words (tokenizers, loading, v5, model bugs) but do not describe the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue clearly represents a duplicate cluster here; if one must be chosen, issue 44462 is the clearest, most specific regression report, but it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the strongest standalone bug report in the set: it has a precise symptom, narrow scope, and an obvious code path (AutoTokenizer loading repository tokenizer.json).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated failures: flex_attention compilation on new torch vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash on a tokenizer object; different code paths." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "No shared bug: a vague data request versus a behavioral change in AttentionInterface.register." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Different problems: Python version compatibility for Transformers 5.1.0 versus loading a specific model package." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer serialization mismatch is a save_pretrained bug, while 44462 is about loading tokenizer.json; not the same defect." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility regression and a generic dependency issue are not the same underlying bug." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to an unspecified dependency issue." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patching crash and list_repo_files not forwarding revision are separate loading vs hub API bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both are Gemma4-related but the code paths differ: lm_head.weight serialization versus resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: assistant mask generation versus Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both concern quantization, but one is saving quantized models and the other is loading dequantized models with device_map/offload; not the same bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo maintenance issues around missing symbols, but one is auto_mappings referencing removed configs and the other is dummy classes leaking into dir/check_repo." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to a performance regression after upgrading Transformers." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different failures: missing processor save files versus Gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is a model-definition placeholder issue; Perceiver non-default resolution failure is a separate interpolation bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: missing rms_norm_eps in MLA q_a_layernorm versus torch.split return-value handling in GlmMoeDsaIndexer." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions affecting text models, but CamemBERT masked-LM predictions and Deepseek tokenizer outputs are different code paths and symptoms." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 PLE device-mismatch during forward." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention model-loading failure and compiled flex_attention torch>=2.9 failure are separate attention-related bugs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading issue in v5 and ESM2 model breakage are not the same underlying defect." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores versus incorrect SigLIP2 pipeline outputs are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs confusion is unrelated to import-time slowness." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class serialization mismatch and Gemma-4 zero3 loading failure do not share a code path." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is distinct from glm-4v-9b loading failure." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video processor shape bug and Sam3Video CUDA OOM are different problems." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing config attribute on Llama4Config is not the same as trust_remote_code returning incomplete config fields." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration and TensorFlow backend selection error are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." + } + ] + }, + "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": 18, + "review_unit_index": 35, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43526", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44589", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45003", + "issue:45081", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45412", + "issue:45593", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:16998|issue:22355", + "issue:42491|issue:43299", + "issue:44246|issue:44496", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:44242|issue:44857", + "issue:45081|issue:45362", + "issue:43673|issue:44561", + "issue:44295|issue:44749", + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123" + ], + "prepared_review_unit_hash": "3abe23da715bce8c7d24ed7e708f49b5f33c1671453c45029f20b5a03f2f56d2", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36636, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated, model-specific or environment-specific transformer bugs. None of the soft pairs look like clear same-bug duplicates under a strict triage standard, so I rejected all of them.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45003 is the best canonical representative: it is a concrete core-runtime bug in modeling_utils with a clear code path, rather than a vague environment or model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "45003 is the strongest standalone issue for routing/triage because it describes a specific unsafe core access pattern and is easier to act on than the more ambiguous or narrowly model-bound reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "One is a notebook syntax error; the other is a TypeError in init_empty_weights. Different failure modes and code paths." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention chat templating/multimodal processing, but one is about a default sampling rate and the other about assistant masks. Distinct bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked prefill cache handling and CLIPVisionModel hidden_states are unrelated model/runtime issues." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor and Python-version compatibility are different problems." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup and Qwen3.5 chat crashes are unrelated regressions." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output in loading_report and a wrong docstring for position_ids are not the same bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx module are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3/MoE regressions, but one is LoRA compatibility across hf4.x/hf5.x and the other is model loading in Qwen3VL-MoE. Not the same concrete issue." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import sometimes and an unrecognized model/config error are different root causes." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access and Gemma-4 zero3 from_pretrained are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both involve missing auxiliary losses, but they affect different models and different flags/code paths." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and Gemma eos_token_id mismatch are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI formatting and GLM-5 RoPE implementation are different areas with no shared bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "A missing export for Qwen2.5-VL generation and a Python-version compatibility problem are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "A runtime support matrix issue and a specific multimodal model loading failure are not the same underlying bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup and _torch_extract_fbank_features() are different pipeline/model bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but one is a missing transformers symbol and the other is a missing huggingface_hub symbol. Different packages and fixes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2.5-VLImageProcessor and missing HybridCache exports are separate module export problems." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading for tokenizers and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness and resize_token_embeddings not propagating to output embeddings are different bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and an AMP/CUDA crash in LwDetrImageLoss are distinct issues." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "A Mistral tokenizer regex patch crash and a Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked prefill cache handling and removal of is_torch_fx_available breaking trust_remote_code are different regressions." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "An error reading position_ids after buffer registration and slow filtering after upgrade are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "The Nemotron issue is explicit lack of Flash Attention 2 support; the other is only a vague Flash Attention 2 title and does not match the same concrete bug." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A docs mismatch for return_all_scores and unsafe sys.modules access are not the same issue." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior and modeling_utils sys.modules access are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config recognition failure and unsafe sys.modules access are different bugs." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released after RT-DETR deletion and MaskGenerationPipeline dropping final partial batch 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": 18, + "review_unit_index": 36, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44734", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:45292|issue:45701", + "issue:45375|issue:45759", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:45561|issue:45563", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:43065|issue:43408", + "issue:45987|issue:46082", + "issue:44995|issue:45200", + "issue:44466|issue:45335", + "issue:43475|issue:43540", + "issue:44479|issue:46170", + "issue:45397|issue:45656", + "issue:44483|issue:46202", + "issue:45137|issue:45600", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:42886|issue:45229", + "issue:44060|issue:44077", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:45584|issue:46170" + ], + "prepared_review_unit_hash": "3da1118b4e9a2b5dc7d9e20afaad4b811bd403fd50d9301a6d871b99116a88fd", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36799, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct bugs spanning tokenizer loading, generation, config strictness, DeepSpeed, SAM3, Qwen, Gemma, and unrelated utilities. I don\u2019t see any soft pair that meets the bar for a true duplicate or mergeable same-fix match.", + "confidence": 0.22, + "canonical_issue_reason": "issue:44479 is the broadest, most user-impacting regression report in the set and has concrete reproduction scope across several Qwen model variants, making it the best single anchor even though the cluster is not cohesive.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best standalone representative because it describes a concrete, multi-model regression with clear user impact; the other issues are narrower or more specialized.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Different failures: token embedding resizing vs Whisper empty-transcription generation after special-token alignment." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate bug is unrelated to intermittent slow import behavior." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque/index error; different code paths." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embeddings bug and tokenization-change report are not the same underlying issue." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config handling, but one is a missing strict-field drop and the other is AutoModelForCausalLM config unwrapping." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing processor class is unrelated to a ZeRO3 BertModel index error." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config loading/strictness, but they affect different models and different failure modes." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist file-race in testing utils is unrelated to a stale generate warning." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs/cache bug and ANSI-color output bug are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model load failure and protobuf-error masking are different tokenizer/loading paths." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in pixel decoder and the other is a model-type warning for tracker instantiation." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache length return-type contract issue is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache crash in GlmMoeDsa is not the same as Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both discuss embedding/weight behavior, but one is tied-weight serialization and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 vision encoder output attribute error and Qwen3Omni video-input ValueError are separate multimodal bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video-input regression is unrelated to the Windows/ROCm torch.distributed import issue." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and duplicate optimizer.step under DeepSpeed are different training/loading problems." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection in v5.3 and Gemma pipeline roundtrip failure on \u2581 are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque error and stale auto_mappings reference to removed Sam3LiteText configs are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to the broader ESM2 breakage report." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa second-pass cache crash and flash_attention s_aux=None AttributeError are different code paths." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-weights warning in Qwen3.5 LoRA fine-tuning is not the same as a flash-attention generation regression." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tied-weights warning and stale paged-generate warning are unrelated generation issues." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm torch.distributed import/type error." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch when loading Qwen3-VL is unrelated to tie_word_embeddings warnings in Qwen3.5." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading failure is unrelated to Gemma 4 multi-GPU CUDA OOM." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init allowance are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Chunked-prefill cache missing in GenerationMixin and /v1/responses KV-cache continuation indexing are different generation issues." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure after token alignment is unrelated to the Windows ROCm import/type dependency 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": 18, + "review_unit_index": 37, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43824", + "issue:43827", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46202" + ], + "soft_pairs": [ + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43673|issue:43827", + "issue:43701|issue:44749", + "issue:44188|issue:46202", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:43475|issue:45381", + "issue:28282|issue:30990", + "issue:43475|issue:43643", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:43232|issue:43673", + "issue:41628|issue:44933", + "issue:43475|issue:44661", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:46077|issue:46123", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:45406|issue:46202", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:44222|issue:45310", + "issue:42994|issue:43824" + ], + "prepared_review_unit_hash": "11c7f16869a4fe869c1ba60c1d1f91f257bde7975a750ab85ab40ec4aba12093", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36810, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of Transformers bug reports across unrelated models/features. Only two soft-edge pairs are true duplicates: the Qwen3.5-Moe from_pretrained regression and the Qwen3ForCausalLM VRAM leak.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43646 is the broadest, most representative regression ticket here: Transformers 5.0.0 breaking custom model initialization, which matches the cluster\u2019s many v5 compatibility failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single anchor for the cluster because it is high-signal, broadly scoped, and not tied to one niche model or documentation-only symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Related save_pretrained area, but one is tokenizer.save_pretrained and the other is processor.save_pretrained; different code paths and failure modes." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash vs Kimi tokenizer codec regression; different models and different underlying bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks versus a post-upgrade performance slowdown; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are regressions, but one is custom model initialization and the other is ESM2 breakage; different concrete failures." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade vs DeepSpeed optimizer step duplication; different symptoms and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing files on save_pretrained is unrelated to optimizer stepping under DeepSpeed." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token configuration mismatch is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug versus docs still referencing pipeline(); code defect vs documentation issue." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is a checkpoint/state issue, not the same as a slowdown regression." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to Gemma pipeline roundtrip behavior." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Placeholder bug report vs Gemma-4 ZeRO3 from_pretrained failure; no shared concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different operations and symptoms." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 video encoder attribute error and qwen2.5-vl video position-id bug are different model-specific issues." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError about missing PyTorch and a loading hang in Sentence Transformers are different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 encoder attribute error is unrelated to trust_remote_code returning missing fields from AutoConfig." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files are different concrete problems." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API/settings warning is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but update_model_kwargs_for_generation after sync_gpus is not the same as missing GenerationMixin cache in chunked_prefill." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but the missing AutoImageProcessor import and the image_utils import issue are not clearly the same symbol/path." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3VisionEncoderOutput missing attribute is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same title and same Qwen3.5-Moe from_pretrained regression; these are duplicates." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and Llama4 pad_token_id AttributeError are different models and different operations." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 causal-mask bug and MaskGenerationPipeline final-batch dropping bug are unrelated pipeline/attention issues." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex crash versus auto_docstring annotations crash; different subsystems and triggers." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is a from_pretrained load error and the other is a missing config field silently dropped; not clearly the same bug." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title describing the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing names: AutoImageProcessor versus HybridCache." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Loading a multimodal model and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on MoE versus Qwen3.5-Moe from_pretrained load failure; different directions and different bugs." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure is unrelated to the missing Qwen2_5_VLForConditionalGeneration import." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and the pair verdicts are conservative. The two accepted soft-edge pairs are exact-title duplicates, and the rejected pairs are generally limited to clearly different subsystems, models, or failure modes. The canonical anchor choice is also reasonable given the broad Transformers v5 compatibility regression." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 38, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44016", + "issue:44038", + "issue:44060", + "issue:44075", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46123", + "issue:46231" + ], + "soft_pairs": [ + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:42222|issue:45200", + "issue:44623|issue:45310", + "issue:43065|issue:46123", + "issue:30333|issue:33290", + "issue:44188|issue:44373", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:42898|issue:44448", + "issue:44060|issue:45125" + ], + "prepared_review_unit_hash": "7646c36fea5ec559f7a77f47efc9ac82d483090e714f6a4611a45bddac341c93", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35897, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most items are distinct bugs across unrelated subsystems. The soft-paired items share broad themes in a few cases (imports, tokenizers, generation), but none are strong enough to treat as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45812 is the strongest representative standalone bug here: a broad, silent tokenizer regression affecting all Granite models with clear user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the clearest severity and scope among the issues, making it the best single issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different code paths (`GenerationMixin` vs `AutoImageProcessor`)." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same model family and release era, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5 MoE from_pretrained failure; likely related theme, not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "One reports accuracy drift with FineGrainedFP8, the other save_pretrained behavior for FP8 MoE; different symptoms and fixes." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency issue versus leftover dummy PT classes leaking into dir/check_repo; not the same underlying problem." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "These are unrelated: model loading/config recognition versus a pytest-xdist race in testing utils." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different model and failure mode: missing padding-mask support in MIMI encoder versus load-balancing loss omission in MoE routing." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenization regressions, but one is about `clean_up_tokenization_spaces` behavior and the other about missing BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A race condition in test workers is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs/behavior mismatch for TextClassificationPipeline is unrelated to a captured_info.txt race under xdist." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation KV-cache continuation bug versus a Janus image-generation test failure; no shared code-path." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hangs in Sentence Transformers and token embedding reinitialization are different model initialization issues." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage and Gemma 4 multimodal token defaults are different model-specific bugs." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save_pretrained artifacts is a serialization issue, not the same as Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to MaskGenerationPipeline dropping final partial-batch results." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and DeepSpeed OOM with Adafactor are unrelated problems." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a wrong docstring for position_ids." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both touch generation/attention internals, but one is a KV-cache continuation bug and the other is compile-time branching in attention kernels." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different behaviors and models; not the same concrete bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing classes and different affected packages/models." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and add_special_tokens behavior are distinct tokenizer issues with different failure modes." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is about cleanup-space behavior and the other about DeepSeek codec handling." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Related only at the broad tokenizer-regression level; Kimi-K2.5 codec handling is a separate bug from clean_up_tokenization_spaces behavior." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Image processor API breakage and remote-code meta-init incompatibility are different multimodal loading issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Server KV-cache tensor indexing crash and auto_docstring annotation parsing crash are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docs parameter-name mismatch are not the same issue." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and documentation typo are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning in Qwen3-Next and missing `_tp_plan` in Qwen3.5 MoE are different model-specific bugs." + }, + { + "left": "issue:44222", + "right": "issue:45200", + "accept": false, + "reason": "FP8 save_pretrained behavior for MoE does not match the Gemma 4 multimodal-token defaulting 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": 18, + "review_unit_index": 39, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43976", + "issue:44079", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209" + ], + "soft_pairs": [ + "issue:44295|issue:45656", + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:43479|issue:44079", + "issue:43976|issue:44933", + "issue:44297|issue:45656", + "issue:30333|issue:34689", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:30333|issue:36331", + "issue:44190|issue:46082", + "issue:43479|issue:44869", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:45071|issue:46082", + "issue:44206|issue:45103", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:43122|issue:46209", + "issue:43873|issue:44945", + "issue:43232|issue:45834", + "issue:44222|issue:44484", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:43479|issue:43644", + "issue:44483|issue:45406", + "issue:43761|issue:46082", + "issue:43723|issue:44871" + ], + "prepared_review_unit_hash": "93ec876320bee82da94cec875c762842d62e67c0e5456fcfac99b3e5426dca4f", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37639, + "estimated_input_tokens": 9410, + "estimated_eval_tokens": 19076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change, so all should be rejected as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43644 is the broadest and most representative regression in the set, centered on a core v5 initialization/buffer behavior rather than a narrow model-specific or tooling-only problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 best represents the cluster because it is a general v5 regression and is the closest fit to the few initialization/buffer-adjacent reports, even though the cluster is not truly cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different subsystems: a buffer/position_ids read issue versus a deepspeed optimizer-step count problem." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: PEFT version pinning/release status versus leftover dummy classes leaking into the package API." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different bugs: Pegasus v4/v5 output drift versus AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "One is backend extras packaging, the other is a missing image_utils import; no shared code-path bug." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8/MoE serialization and the other is tokenizer metadata mismatch; not the same fix." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Different import/package issues: a nonexistent image_utils import versus dummy class cleanup in the no-torch path." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4MultimodalConfig default handling is unrelated to ModelOutput key assignment semantics." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility regression versus a missing import symbol; no shared underlying bug." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata bug is unrelated to deepspeed optimizer stepping." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow reporting on failed training is unrelated to model loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but they affect different artifacts and code paths: FP8 model weights versus processor files." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression is not the same issue as missing processor save_pretrained files." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit is unrelated to AttentionInterface.register behavior." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLFlow reporting and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading in the example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization and Whisper timestamp decode crash are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLFlow job-status reporting is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "ImportError for PyTorch backend is unrelated to MLFlow reporting on failed training jobs." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both involve config/type validation, but they are different concrete failures and not one fixable code-path bug." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument support and auto-docstring future-annotations crash are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing-symbol import errors from different modules; not the same underlying regression." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation failures are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in a MoE indexer is unrelated to meta initialization incompatibility in old InternVL2 checkpoints." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output changes and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Kosmos2.5 OCR index errors are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and max_shard_size default selection are not the same issue." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction for position_ids is unrelated to the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer read error and processor save_pretrained file omission are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Both touch initialization, but one is Phi4MultimodalConfig None handling while the other is non-persistent buffer contents; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor _tokenizer attribute crash are different server-side failures." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation 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": 18, + "review_unit_index": 40, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44464", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44829", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45357", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:45092|issue:45357", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:44261|issue:45092", + "issue:42907|issue:46050", + "issue:44514|issue:45103", + "issue:44829|issue:46002", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:22355|issue:28282", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:44945|issue:45753", + "issue:42757|issue:45278", + "issue:44464|issue:46082", + "issue:44117|issue:44704", + "issue:43646|issue:46002", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:43550|issue:46132", + "issue:30990|issue:33357", + "issue:43232|issue:45593", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:44261|issue:44373" + ], + "prepared_review_unit_hash": "630a025509b1bf85c044f52b5ea1dfa547a1e683c82446b15581ededee29259b", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36027, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue reports with only loose thematic overlap around Transformers v5 regressions, imports, tokenization, and serialization. I do not see any strong duplicate pairs; the closest umbrella-style issue is the broad import-regression report, but the set is not a true duplicate cluster.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in this set and best represents the small import-regression theme, though the overall cluster is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most representative high-level issue here because it describes a broad post-upgrade regression rather than a narrow, model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different failures: meta-initialization incompatibility vs incorrect saved visual encoder keys." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad subsystem name, but the bugs differ: torch.split return handling vs missing ReLU in the DSA indexer." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated symptoms and model families; one is a loading hang, the other is a zero-probability accuracy issue." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different code paths and models; a missing rms_norm_eps config field is not the same as meta-init incompatibility." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantized saving/loading, but they describe different quantization flows and failure modes." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Processor batched chat-template crash and auto-docstring AttributeError are unrelated bugs." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both involve training instability, but the triggers and root causes are different and not mergeable into one fix." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is multimodal default initialization and the other is a GPTNeoX reload regression." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different areas entirely: FP8 accuracy regression vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A code bug in the DSA indexer and a wrong docstring are not the same underlying issue." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but they involve different missing modules and different dependency problems." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing symbols with no evidence of a single shared code-path regression." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "One is an accuracy issue, the other is a model-specific from_pretrained error." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but offset_mapping and special-token insertion are distinct behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Cache/offline loading failure and tokenizer decoder-type regression are separate issues." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized model saving are unrelated failure modes." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output corruption and a Qwen3_5 infinite loop on one image are different bugs." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad post-upgrade import-regression report, but the specific missing symbol issue is not clearly the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and a LlamaConfig validation error are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "From_pretrained handling of tokenizer mappings and kwargs passing to cached_file are different internal problems." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "An env CLI regression and a sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a DSA indexer torch.split issue have no shared root cause." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and AttentionInterface.register behavior change are different attention bugs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both involve loading problems, but sentence-transformers loading hang and CLIP bus error are distinct symptoms." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Registering position_ids as a buffer and tokenizer_config class mismatch are separate serialization bugs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both involve processor APIs, but kwargs propagation to cached_file and assistant-tool-call chat-template crashes are different code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config bug and a docstring issue are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 41, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43906", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44442", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:43723|issue:44442", + "issue:42907|issue:44945", + "issue:43723|issue:44779", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43784|issue:45600", + "issue:43756|issue:44060", + "issue:43408|issue:43475", + "issue:43122|issue:44514", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:43232|issue:45245", + "issue:44038|issue:44297", + "issue:28218|issue:30990", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:39401|issue:44488", + "issue:45216|issue:45478", + "issue:39401|issue:44521", + "issue:43824|issue:44351", + "issue:22355|issue:28218", + "issue:43784|issue:45446", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:43122|issue:43906", + "issue:43992|issue:44704", + "issue:43066|issue:44779" + ], + "prepared_review_unit_hash": "694b3ea5798556437b4f8ab0d3d4aab7e2b4ead77fafadb30b18f6e6eddeef1e", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37141, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bag of unrelated transformer regressions, many in v5 and many around tokenizers/imports, but the listed pairs do not look like true duplicates under a strict same-bug standard.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43122 is the broadest and most representative tokenizer-regression report in the set, with a clear v4-to-v5 behavior change and enough generality to anchor the cluster better than the model-specific or import-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 best captures the recurring tokenizer-behavior regression theme, but it should be treated as representative rather than a confirmed duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both involve AutoTokenizer loading, but one is a broad v5 loading regression and the other is a specific FastSpeech2ConformerTokenizer failure; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different subsystems and symptoms: dequantized model saving versus incorrect output under pipeline parallelism." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but one is loading failure and the other is incorrect tokenization output for Deepseek; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "The second is a broad import-error report after upgrade; the first is a specific missing AutoImageProcessor import. Too general to merge as duplicates." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Unrelated issues: saving dequantized models versus invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Both are import-related breakages, but they point to different missing symbols and different root causes." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model families and failure modes; no clear shared code-path bug." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both mention SAM 3, but one is a model-type/config warning and the other is a missing attribute at runtime; not the same underlying defect." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer regression versus processor chat-template crash; different code paths and symptoms." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification example failure is unrelated to Gemma 4 multimodal token-type defaults." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different problems: dequantized save failure versus loading a multimodal model." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Unrelated model/config propagation bug versus flash-attention training degradation." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "No shared bug; DSA indexer discussion is unrelated to GLM-5 RoPE behavior." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization/templating, but one is a generic tokenizer regression and the other is multimodal assistant-mask generation; different defects." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs handling and category-count limits are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Different issues: Qwen3-VL-Moe compatibility versus tokenizer_class metadata saved in tokenizer_config.json." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing bug and Sentence Transformers load hang are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they concern different models and failure modes; not safely mergeable as one bug." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Same broad family, but one is a model-loading issue and the other is a position_ids buffer access error." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different affected APIs and different symptoms; no concrete same-bug evidence." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to the example-script multi-label classification issue." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both touch Qwen3-VL-Moe, but save_pretrained FP8 behavior and general v5 loading errors are distinct code paths." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different models and defects: wrong offset mapping versus inability to load a specific model." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 and v5.4+, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading error for MoE; not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and multimodal assistant_mask generation are different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different root causes." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No meaningful overlap: missing transformers.onnx module versus extra-space tokenization after added token." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Different import failures in different libraries/code paths; not duplicates." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing module import and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different packages and missing names: huggingface_hub offline mode versus transformers HybridCache." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "The latter is a reproduction of a specific earlier issue; the former is a tokenizer regression across versions. Not the same artifact." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different APIs and bugs: UMT5Encoder weight loading versus AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is decoder-type metadata and the other is incorrect Deepseek tokenization; not enough to call them 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": 18, + "review_unit_index": 42, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43064", + "issue:43116", + "issue:43381", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44297", + "issue:44355", + "issue:44380", + "issue:44466", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:44977", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231" + ], + "soft_pairs": [ + "issue:44355|issue:46231", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:43976|issue:45446", + "issue:42831|issue:44297", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43493|issue:45753", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:22355|issue:29127", + "issue:33453|issue:39401", + "issue:44625|issue:46002", + "issue:38617|issue:45278", + "issue:39401|issue:44779", + "issue:44380|issue:46077", + "issue:42175|issue:44938", + "issue:44117|issue:45588", + "issue:43064|issue:43673", + "issue:43381|issue:44945", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44466|issue:46002" + ], + "prepared_review_unit_hash": "328be6552c0bc8b7cbe68e2f604e96de12ec9eab6b5a05a4157d1007bf41bf31", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36047, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: import-path breakages, tokenizer regressions, model-specific failures, training/eval bugs, docs issues, and config problems. There is no single underlying bug or change that ties these issues together, so it should not be collapsed into one duplicate set.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this cluster; the reports span unrelated subsystems and failure modes. If a representative is needed, issue 45278 is the broadest umbrella report, but it still does not cover the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most umbrella-like report among the set, but it is still too generic to serve as a true canonical for these unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-Python import/runtime errors are unrelated to the set_training() doc parameter mismatch." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and GLM-5 RoPE design/discussion are different problems." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior warnings are unrelated to a missing image-processor method causing multimodal token errors." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Broken ViTPose model files and Ministral FlashAttention failure are different model-specific issues." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args in optimizer setup is unrelated to trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility in 5.1.0 is unrelated to the AuxRequest version-check bug in flex_attention." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and tokenizer save_pretrained metadata mismatch are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 visual encoder key serialization and Qwen3.5 Moe from_pretrained loading are distinct bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe generation bug and Qwen3.5 Moe from_pretrained error are different code paths." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label classification script behavior and pipeline() translation-task messaging are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop behavior are different model regressions." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper behavior is unrelated to the flex_attention AuxRequest import check." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification output and SigLIP2 JAX-vs-HF discrepancy are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale paged-generate warning for num_return_sequences are different issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx module import and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are separate tokenizer issues with different symptoms." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are not the same underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Missing layer_type_validation import and broad import errors after upgrade are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Qwen3 offset_mapping errors and Deepseek tokenizer incorrect results are different tokenizer regressions." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling with SDPA/FlashAttention and Gemma4 bidirectional mask construction are unrelated attention bugs." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow backend in pip extra and Python 3.14 load failure are different packaging/runtime problems." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention s_aux=None crash are unrelated code paths." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state mismatch and GenerationMixin cache missing during chunked_prefill are different training vs generation bugs." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing eval-mode limitation and pipeline parallelism output corruption are unrelated execution-mode issues." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and flex_attention AuxRequest version check are not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug and AutoProcessor crash without torchvision are different video-processing problems." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and NaNs in classification heads are different model-state 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": 18, + "review_unit_index": 43, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43577", + "issue:43742", + "issue:43874", + "issue:43937", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46178", + "issue:46231", + "issue:46298" + ], + "soft_pairs": [ + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:43122|issue:46298", + "issue:42673|issue:45072", + "issue:44410|issue:45310", + "issue:44291|issue:45071", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:42222|issue:46178", + "issue:38617|issue:41628", + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:44483|issue:45464", + "issue:44964|issue:45278", + "issue:44075|issue:45656", + "issue:42371|issue:44261", + "issue:42222|issue:45542", + "issue:43012|issue:43577", + "issue:44410|issue:45478", + "issue:38617|issue:44220", + "issue:42175|issue:42222", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:42673|issue:44977" + ], + "prepared_review_unit_hash": "114c6ab7eff91703b45fa5e2eddebd2e2d393961f53d8b4c63db77aa24e335d3", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36590, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of transformer regressions and model-specific bugs rather than true duplicates. I did not find any soft pair that clearly describes the same underlying bug/change.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45071 is the most central, broadly scoped regression in the set: a v5.4.0 PreTrainedConfig/type-checking break that can affect multiple load paths, making it the best anchor among mostly model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 has the clearest cross-cutting technical impact and is more representative than the many narrow model-specific or documentation-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Different failure modes: one is a packaging/version floor bump for PEFT, the other is a PyTorch version check bug in flex_attention import logic." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer internals, but one is TOKENIZER_MAPPING_NAMES returning None while the other is a Mistral regex patch crash on a Tokenizer object; different code paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Version-dependent tokenization regression vs a noisy logging message; no shared bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated problems: VRAM leak in Qwen3ForCausalLM versus dtype mismatch in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen-family issues, but one is missing projections in qwen3next and the other is a Qwen3.5 MoE from_pretrained load error; not the same defect." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5/loading regressions, but one is an init_empty_weights argument mismatch and the other is PretrainedConfig type checking; different call sites and fixes." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and save_pretrained checkpoint corruption are separate behaviors." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset mapping in Qwen3 tokenizer is unrelated to runtime special-token/post-processor update behavior." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/model failures: vitpose model breakage versus tensorflow_text not being registered in BACKENDS_MAPPING." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols from different modules and likely distinct regressions." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_video/sam3_tracker is unrelated to a KeyError loading MobileLLM-125M." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading failure is not the same as a documentation typo in set_training." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized-model config.json errors are different load-time failures." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder-type mismatch and differing tokenization output across versions are related only broadly; the concrete bug and fix path are not the same." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a request acceptance issue in v5.3 and the other is streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific Phi-4 multimodal load problem is not the same as generalized import errors after upgrading 4.57.0 to 5.5.0." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and double optimizer.step() under deepspeed are distinct optimizer bugs." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA q_a_layernorm rms_norm_eps precision issues do not share a concrete code path." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Model breakage in vitpose is unrelated to backend detection when TensorFlow is absent but tensorboard is installed." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch compile warning on bfloat16 models and dtype fields staying float32 when loading Blip2 are different precision issues." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-related bugs: missing projections in qwen3next versus Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and a feature extraction bug in _torch_extract_fbank_features() are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend installation metadata and vitpose model breakage are different problems." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are both version-regression flavored, but the concrete breakage differs." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing get_number_of_image_patches in Glm46VImageProcessorFast and missing rms_norm_eps in MLA q_a_layernorm are unrelated multimodal/model issues." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "An AutoImageProcessor import failure is not the same as a PreTrainedConfig type-checking regression." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type-checking regression and TensorFlow backend detection are separate subsystems." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3ForCausalLM VRAM leak and Qwen3.5 flash-attention generation failure are different bugs in different execution 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": 18, + "review_unit_index": 44, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:38617", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44829", + "issue:44933", + "issue:44945", + "issue:44987", + "issue:45071", + "issue:45200", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45588", + "issue:45859", + "issue:46050", + "issue:46172", + "issue:46231", + "issue:46298" + ], + "soft_pairs": [ + "issue:42673|issue:43906", + "issue:44263|issue:46172", + "issue:43012|issue:43408", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:43874|issue:44263", + "issue:44933|issue:46231", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43976|issue:44945", + "issue:43986|issue:44484", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:42673|issue:45200", + "issue:38617|issue:42757", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:45341|issue:45859", + "issue:43097|issue:43873", + "issue:38617|issue:44351" + ], + "prepared_review_unit_hash": "a45f8c669aa12fc792c5943c03dd5efa33f9e031cc19ff21b366364620399288", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36305, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The batch is highly heterogeneous: import/API regressions, model-specific loading bugs, warnings, config quirks, and docs/test issues. I don\u2019t see any convincing duplicate pairs; all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical duplicate cluster exists here. If forced to pick an anchor, issue 43097 is the best representative because it has inbound references and describes a concrete, broadly impactful v5 regression with downstream discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the strongest single issue to anchor this set: it is discussion-backed, has inbound references, and is a concrete regression rather than a narrow model-only or test-only problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM vs an isolated reproduction of another issue; no shared code-path or symptom match." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "A torch.split/indexer bug and a DeepSeek-V4 transpose/cast bug are unrelated model internals." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Both mention warnings, but one is a bfloat16/PyTorch precision warning and the other is a model-type mismatch warning." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepSeek-V4 tensor transpose/casting." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained shard-size policy question vs Qwen3.5-Moe from_pretrained error; different behavior and code paths." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash attention, but one is an inference failure on Ministral-3 and the other is degenerate training with flash_attention_3." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 configuration guidance and FineGrainedFP8 accuracy regression are distinct issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL failures with different model families and failure modes; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Sparse-layer config bug vs PretrainedConfig type-checking breakage; unrelated regressions." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embedding-tie config removal is unrelated to gguf_file loading failures in tokenizer/model from_pretrained." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch helper in GLM46V is unrelated to a torch.split return-value issue in GlmMoeDsaIndexer." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing import from image_utils and a documentation parameter-name mismatch are different classes of issues." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None-handling and a model loading failure for physical-intelligence/fast are not the same underlying defect." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Model-type warning for sam3_video/sam3_tracker vs a tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility breakage and incorrect pipeline-parallel outputs are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crash without torchvision and shard-size policy in save_pretrained do not share a concrete bug path." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-family models, but one is a divergence from remote implementation and the other is a tensor operation bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Config removal warning and quantized-model save/load corruption are separate problems." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embeddings deprecation/removal is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer state under FSDP2/PEFT/cpu_ram_efficient_loading is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak in threaded Qwen3ForCausalLM is unrelated to mm_token_type_ids defaults for Gemma 4 fine-tuning." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules and APIs; not the same import regression." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument conflict and tokenizer mapping None handling are different tokenizer-loading failures." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections in qwen3next and a dropped config field in Qwen3_5MoeVisionConfig are different defects." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A flaky test due to missing set_seed and a noisy logging message are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and qwen3next missing projections are different model issues with different failure modes." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch during Qwen3-VL-30B load is not the same as missing layer projections in qwen3next." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing embed_tokens.weight in UMT5Encoder are unrelated loading bugs." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "A testing_utils bug and a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Embedding-tie removal and quantization/offloading behavior are not the same issue." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but from different symbols and different modules; no shared root cause is evident." + } + ] + }, + "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": 18, + "review_unit_index": 45, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:38617", + "issue:42490", + "issue:42617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43986", + "issue:43992", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44261", + "issue:44368", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44938", + "issue:44964", + "issue:45103", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45712", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298" + ], + "soft_pairs": [ + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:42617|issue:45341", + "issue:43066|issue:43906", + "issue:43986|issue:45372", + "issue:43986|issue:45290", + "issue:45341|issue:45588", + "issue:45341|issue:45561", + "issue:43208|issue:43550", + "issue:43986|issue:45341", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:43792|issue:46123", + "issue:44938|issue:46178", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:38617|issue:43502", + "issue:45698|issue:46172" + ], + "prepared_review_unit_hash": "ed664e5d83d9d457a09518e7b7030ba3f1930ab27cbabb625d54ff0abfca455e", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36475, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly loosely related Transformers bugs, not true duplicates. The only small coherent subcluster is around processor/model loading import failures, but even there the underlying causes differ; no PRs are present.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43986 is the most representative concrete bug in the loading/import-failure subset and has the strongest overlap with other soft-similarity candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43986 is the best triage target because it describes a specific failure mode, a clear affected code path, and sits near several related processor-loading reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific bugs: MLA q_a_layernorm precision/config handling vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated areas: model loading for Phi-4 multimodal vs a testing_utils bug." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different layers entirely: AutoProcessor kwargs plumbing vs auto_docstring annotation handling." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Both involve loading, but one is a missing torchvision dependency during video-model loading and the other is tokenizer mapping assumptions." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py training/runtime failure is unrelated to the testing_utils issue." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder/type mismatch and isolated reproduction of a different issue are not the same concrete bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are processor-loading errors, but they stem from different missing symbols/dependencies and different model families." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Processor loading without torchvision is a different failure path from chat templating with tool-call messages." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utility bug vs flash-attention crash are unrelated code paths." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a simple bug and the other is an xdist race on captured_info.txt." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Distinct model/backend failures: xLSTM training blockers vs Bamba torch.compile SDPA failure." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor loading/import failure and testing_utils bug are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight during UMT5Encoder load is unrelated to max_shard_size default behavior." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "One is a PyTorch warning on bfloat16 compilation; the other is a model-specific compile failure with SDPA." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation support messaging and pipeline save_pretrained are different bugs." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is leftover dummy classes leaking into imports; right is a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but the model/compiler conditions and root causes differ." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure is not the same as pipeline save_pretrained failure." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and a Qwen3.5 infinite-loop repro are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config field behavior is unrelated to a noisy logging message." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek-v4 transpose/dtype issue are separate model bugs." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper model load/run failure and MaskGenerationPipeline batch bookkeeping bug are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure is unrelated to a BACKENDS_MAPPING validation error." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions API incompatibility and batched chat-template crash are different concrete failures." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/save/from_pretrained, but they affect different model families and different code paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A PyTorch precision warning is not the same as compiled flex_attention failing on torch>=2.9." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model import warning and bfloat16 compile warning are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import and missing Qwen2_5_VLForConditionalGeneration are different import errors." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Broken auto_mappings references and a noisy logging message are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing layer_type_validation import and unwanted API calls despite local_files_only are different failures." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom-module loading after save_pretrained is unrelated to the deepseek-v4 tensor operation 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": 18, + "review_unit_index": 46, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42757", + "issue:42994", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43673", + "issue:43761", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44230", + "issue:44242", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45310", + "issue:45375", + "issue:45478", + "issue:45479", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46209" + ], + "soft_pairs": [ + "issue:44038|issue:44230", 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The soft pairs are similar in wording but do not describe the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43611 is the most generic and representative report in the set: a broad v5 model-loading regression around `base_model_prefix` that plausibly anchors the wider cluster of loading-related breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is also the strongest standalone triage candidate: it is concrete, reproducible, and broad enough to serve as the clearest reference point for the v5 loading regression family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3 VL/MoE and v5, but one is a loading regression and the other is an fp8 inference-support request; different bugs and code paths." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "GenerationMixin cache/chunked_prefill failure is unrelated to MaskGenerationPipeline dropping the final partial batch." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "One is a /v1/chat/completions API validation failure; the other is apply_chat_template crashing on tool-call assistant messages. Different layers." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP-related regressions, but one concerns missing attentions assignment and the other hidden_states being None; not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-MoE loading breakage and state_dict-sorted loading errors are different loading failures with different triggers." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and FP8 inference failing on B200 are unrelated issues." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing `vocab_size` in Gemma3Config and missing `fpn_position_embeddings` in SAM 3 Video outputs are different attribute errors on different models." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 token-embedding resize behavior and Gemma4 bidirectional-attention masking are separate model-behavior bugs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline `save_pretrained` failure are distinct save-path problems." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs for `return_all_scores` versus pipeline serialization behavior are not the same issue." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation and Gemma4 attention-mask construction are unrelated model/config regressions." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading regression and pipeline serialization failure are different APIs and different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "These are both import errors, but for different symbols from different modules (`transformers.generation` vs `huggingface_hub`)." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support for Nemotron and GLM-5 generation-config validation are unrelated bugs." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted-state_dict loading failure and Qwen3.5 save_pretrained regression are different directions of model I/O failure." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 bidirectional-attention masking and LlamaConfig head_dim validation are unrelated configuration behaviors." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline-mode network leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing `vocab_size` in Gemma3Config and missing `pad_token_id` in Llama4Config are different missing-field regressions." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attention outputs and Qwen3.5 checkpoint saving are unrelated model families and code paths." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 config attribute loss and MoE load-balancing loss computation are different bugs." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling under backends and AttentionInterface.register behavior changes are different attention-stack issues." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Gemma3 missing `vocab_size` and GLM-4V-9B loading failure are unrelated model-specific regressions." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is not the same as a Qwen3_5 infinite-loop-on-image bug." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL-MoE loading breakage and Qwen3_5 infinite loop on a specific image are different problems." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for Nemotron and Python-version compatibility in Transformers 5.1 are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing weights during load and Qwen3.5 MoE from_pretrained failure are different model-loading regressions." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Ministral FlashAttention failure and GPT2 attention scaling being ignored are both attention-related but not the same concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Nemotron FlashAttention support and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-Python-file import errors and a Python 3.13 `@torch.jit.script` parsing/IndentationError are different import-time failures." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict-sorted loading failure and Gemma pipeline roundtrip failure on `\u2581` are unrelated I/O bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Loading error with sorted state_dict and silently dropped `deepstack_visual_indexes` are different config/load issues." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling under backends and degenerate zero-loss classification with `num_labels=1` are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention backends, but one is unsupported FlashAttention on Nemotron and the other is GPT2 scaling being ignored; different fixes." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Gemma3 missing `vocab_size` and tokenizer-mapping `None` handling are different failure modes in different subsystems." + } + ] + }, + "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": 18, + "review_unit_index": 47, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44387", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45278", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:46132", + "issue:46285" + ], + "soft_pairs": [ + "issue:41669|issue:44246", + "issue:43618|issue:44380", + "issue:43097|issue:43352", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44655|issue:44938", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44222|issue:45125", + "issue:43576|issue:46132", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:30990|issue:31795", + "issue:43723|issue:44556", + "issue:43502|issue:44222" + ], + "prepared_review_unit_hash": "fc6c56f3d36befb3467046d44fd2ee8b87393f32731acc6f3784401210be1943", + "component_budget": { + 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not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Completely unrelated: distributed training optimizer-state corruption versus a cache-strategy typo." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both mention Python version compatibility, but they describe different version ranges and failure modes; not the same underlying issue." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model loading/saving regressions, but one is a sorted state_dict load error and the other is incorrect visual encoder keys for Qwen3.5 save_pretrained." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are from_pretrained/load failures, but for different models and different causes; too broad to treat as one bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both touch tensor parallelism, but one is a training bug and the other is an OOM when loading a specific model; 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different bugs." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "A broken env CLI command is unrelated to AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python-file errors versus a slowdown after upgrading transformers; unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing top-level imports (PreTrainedModel vs HybridCache); same broad symptom, different underlying API breakage." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same broad Qwen3.5/MoE area, but one is tensor-parallel plan metadata and the other is from_pretrained failure; not clearly one fix." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both are upgrade/load regressions, but one is int4 CUDA reserved-memory/OOM and the other is checkpoint reload compatibility; too different." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5/MoE issues, but one is tensor parallel planning and the other is a missing vision config field silently dropped by strict parsing." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior versus many import errors after version update are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang versus model.forward documentation confusion; different domains entirely." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading after v5 upgrade, but one is tokenizer loading and the other is checkpoint reload compatibility; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline download behavior versus FP8 MOE save_pretrained; 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": 18, + "review_unit_index": 48, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44393", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46209" + ], + "soft_pairs": [ + "issue:42831|issue:43874", + "issue:43010|issue:45850", + "issue:43502|issue:44961", + "issue:43010|issue:44368", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:42757|issue:43576", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44222|issue:44230", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44230|issue:46095", + "issue:44373|issue:44961", + "issue:43576|issue:44556", + "issue:44393|issue:45753" + ], + "prepared_review_unit_hash": "fb8fa068ed88d6b702cdb2d0faf3ccc017dad9bde0cc6a507c8388e4060afdc9", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 36938, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with a recurring theme of v5 regressions/import/loading breakages. None of the soft pairs look like true duplicates; they are adjacent symptom reports at best.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best matches the cluster\u2019s overall theme of Transformers v5 breakage, even though the underlying items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative anchor for this mixed cluster because it is the most general user-facing regression report; it is suitable only as a loose umbrella, not as a precise duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Different failures: FP8 accuracy regressions vs a missing image-patch method causing an AttributeError." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "One is a no_grad decorator issue on cache/layer updates; the other is a vague broad v5 breakage complaint." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage is unrelated to the unrelated 'racoon' report." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Different code paths: autograd/no_grad behavior vs a model config warning about tie_word_embeddings." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to a tensor-parallel training bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mentioning pipeline() after removals is unrelated to the 'racoon' issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file loading errors and PreTrainedConfig type-checking are different regressions." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "One is about running compiled Python files; the other is saving Pipeline objects." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application in model_init and a DSA indexer ReLU omission are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading-related, but one is tokenizer loading regression and the other is a specific Llama 3.2 vision model load breakage." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both concern model loading after version changes, but they describe different models and different breakpoints." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI and PreTrainedConfig type checking are unrelated failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import from huggingface_hub is not the same as the v5 env command breakage." + }, + { + "left": "issue:43824", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for a specific Qwen class is a different import-path issue than the env command bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docstring confusion for model.forward is unrelated to a missing configuration_utils symbol import." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The 'racoon' issue and Gemma audio positional encoding bug are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained for MoE and FP8 inference support are related only by topic, not the same concrete bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "no_grad update behavior is unrelated to the Python 3.9+ compatibility failure." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "The env CLI breakage and Python 3.14 load failure are different regressions." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs being ignored has nothing to do with the 'racoon' report." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger kernel application and FP8 inference on B200 are separate bugs in different paths." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Import errors for AutoImageProcessor and PreTrainedModel are both import failures, but they involve different symbols and likely different fixes." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and text-classification docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels behavior are different issues." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files is a concrete bug; 'Bug report' is too vague and not the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and an undefined TensorFlow backend error are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3/Qwen3.5 MoE, but one is a broad v5 breakage and the other is a missing tensor-parallel plan." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading malfunction is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output errors are unrelated to PreTrainedConfig type-checking." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and deepseekv4 weight-conversion help are not the same bug or change." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "A wrong docstring for position_ids is unrelated to the 'racoon' report." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "The env command bug and checkpoint reload failures after upgrading versions are different concrete problems." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bounding-box output errors and an infinite loop on a specific image are different Qwen3-VL 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": 18, + "review_unit_index": 49, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "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:45362", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46143", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:43673|issue:44492", + "issue:46143|issue:46144", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43976|issue:46218", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704" + ], + "prepared_review_unit_hash": "464655914bbdeed4bb051b991e83d18544b4cbc84f25baf83a41b8d265547bba", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39264, + "estimated_input_tokens": 9816, + "estimated_eval_tokens": 19888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers v5 regressions and model-specific bugs. The soft pairs share broad themes like import/loading breakage, but they are not the same concrete underlying issue, so none should be merged as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45850 is the broadest current umbrella for the cluster\u2019s dominant theme (v5 breaking multiple models), so it is the best issue to anchor triage, even though many other items are distinct bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is open, broad, and representative of the recurring v5 compatibility complaints; it is the best single issue for organizing related reports, but not a precise duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Different problems: import-star performance/file explosion vs missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config pad_token_id AttributeError is not the same as a broad v5 models-broken report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility regressions, but they affect different model/load paths and are not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx is a specific config regression, not the same as a general breakage tracker." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is model/chat specific and not the same underlying issue as a general v5 breakage report." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star slowdown/file explosion is unrelated to a Qwen3.5 import failure." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Long import time and lazy loading not working are related only at a high level; they describe different failures." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model type mismatch warning is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs are separate code paths." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error for Nemotron and Qwen3-VL bbox output issues are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer_class mismatch on save_pretrained is not the same as a generic bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility failure is unrelated to Qwen3-VL bounding-box output errors." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to the generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken transformers env command and scheduler kwargs handling are different features." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking breakage are unrelated regressions." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star slowdown is unrelated to HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star performance issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 breakage reports, but one is about import errors and the other is a generic model-breakage complaint." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache and a typo in cache strategy docs/code are not the same defect." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "RoFormer kwargs passthrough and attention-interface usage are adjacent but distinct implementation issues." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "GLM46V image processor method missing is a specific multimodal token bug, not a general v5 breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox hallucination and Qwen3.5 MoE from_pretrained error are different model bugs." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and _tied_weights_keys list handling are unrelated model/config issues." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support issue is unrelated to Qwen3.5 import failure." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion around model.forward arguments is unrelated to tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star slowdown/file explosion is unrelated to a cache-strategy typo." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings migration and a cache-strategy typo do not share an underlying code-path bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading malfunction are separate issues." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure is unrelated to tied-weight key handling." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to Gemma4 audio relative positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report is not the same concrete issue as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command is unrelated to Qwen3.5 import failure." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs referencing pipeline() and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic and a dtype/transpose bug in DeepSeek-V4 are distinct code-path problems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star slowdown/file explosion is unrelated to a VRAM leak in Qwen3ForCausalLM." + } + ] + }, + "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": 18, + "review_unit_index": 50, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-438", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:43572|issue:44861", + "issue:41669|issue:44998", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44998|issue:46218", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "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": "c3fb829db32280e187e2388d5dbc53ec07a75656b4088cbbcbe962055b9396cc", + "component_budget": { + "node_count": 438, + "item_count": 438, + "soft_pair_count": 1611, + "serialized_chars": 835229, + "estimated_input_tokens": 208808, + "estimated_eval_tokens": 417872 + }, + "budget": { + "node_count": 43, + "item_count": 43, + "soft_pair_count": 43, + "serialized_chars": 36958, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: loading/regression, tokenizer, config, training, multimodal, and scheduler issues are mixed together. None of the soft-similarity pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella report in the set (\u201cSince 5.0 version it breaks too many models\u201d), so it is the least-specific representative of the loose theme here.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the best single representative only because it is the most generic version-regression report; the rest are too specific and largely unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs a specific model-loading regression; same area, not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-API documentation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different math paths: RoPE implementation vs audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader-thread use is unrelated to GLM RoPE behavior." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support and DeepSeek weight conversion are different problems." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Generic v5 regression complaint vs a specific import failure for one model." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and Qwen3VL timestamp math are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance vs a VRAM leak; not the same bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug vs missing saved processor files; different code paths." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp issue and Qwen3 VRAM leak are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs Gemma4 audio positional encoding; different failures." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Indexer split-return handling vs Gemma4 audio encoding; no concrete overlap." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is not the same as Gemma4 audio encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Different import errors for different symbols/models." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-Attn2 unsupported error vs module import failure; separate issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but one is behavioral drift and the other is decoder-type mismatch; too broad to treat as one bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the placeholder 'Unemployment' issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key attribute crash vs chat-template tool-call crash; different paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to tied-weight-key list handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLm config pad_token_idx regression and tied-weight-key crash are separate." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star cleanup and the unrelated placeholder issue do not match." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type regression and the placeholder issue are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow status reporting on failed training jobs is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance and tensor-parallel training bug are different issues." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and missing processor save files do not share the same bug." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "The placeholder issue is unrelated to a model import failure." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "Failed-job MLflow reporting and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both touch loading, but one is performance and the other is a tokenizer-loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio support and FP8 inference support are different feature requests." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint load slowness and tokenizer regression are not the same underlying defect." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init-weights behavior and RoFormer attention interface are unrelated model-specific changes." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value usage and DeepSeek-V4 gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Type-hint typo and tokenizer regex warning are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former loss handling and kwargs propagation to loss are different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-kwargs propagation and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value bug and tokenizer regex warning do not match." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "No concrete overlap between Mask2Former ignore_value handling and RoFormer attention." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value and a quantization-operation typo are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs into loss and a config type-hint issue are different bugs." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correction and quantization typo are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 norm implementation question and ModernBERT norm_eps typing are different concerns." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value bug and ModernBERT type hint 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": 18, + "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": "8ac245787a8f2cf04fdc37283afd78fe219e2f317792e6efd443897721d26be9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated issues: one about tokenizer truncation behavior, one about scheduler functionality, and one about Wav2Vec2 word boundary timestamps. The soft similarity signal is not enough to treat any pair as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a canonical duplicate target because the three tickets cover different features/subsystems and different user problems.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is suitable as a global representative for the cluster since they are not the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Tokenizer truncation-from-beginning request is unrelated to Wav2Vec2 word start/end timestamp extraction." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Truncation strategy behavior and ReduceLROnPlateau-like scheduler functionality are different features with no shared code-path problem." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "A learning-rate scheduler feature request is unrelated to Wav2Vec2 word timing offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 18, + "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": "25a83c19d695655ee8395804412cda0170386575b99adf22250968812138bd12", + "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 three issues do not appear to describe the same bug: one is about Tapas tokenization differences, one is about a misleading login/auth error when downloading a private model, and one is a generic model-loading failure for bert-base-uncased.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different code path and symptom than failing to load bert-base-uncased; they do not look like the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "This is specifically about the error message shown when downloading a private model without being logged in, which is distinct from a general model-loading failure." + } + ] + }, + "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": 18, + "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": "34add8b1dc85a7b39be5e2efd36a51c4321c8a2fa5b94b3b6ac3783a477c2fe1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated feature requests: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They do not describe the same underlying bug or change, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different features and code paths (Flash Attention 2 vs GGUF support); shared wording about \"more architectures\" is too broad to indicate the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 18, + "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:46222", + "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:46222", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:46222", + "issue:43834|issue:44365", + "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": "5629030469b56ab6d8f2fcb8d4503dbcb60ab0c11d6d6da377c77abe19db07cc", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13680, + "estimated_input_tokens": 3420, + "estimated_eval_tokens": 7096 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13680, + "estimated_input_tokens": 3420, + "estimated_eval_tokens": 7096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly i18n translation-request issues, but they look like separate language-specific requests or repeated templates rather than true duplicates. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:46222 is the best cluster anchor: it is open, has inbound references, and sits at the center of the near-identical template-style issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46222 is the strongest representative by activity/centrality, though the cluster itself does not look like one concrete duplicate issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation-request issues, but there is no evidence they are the same language or same underlying request; the similarity is only template-level." + }, + { + "left": "issue:27088", + "right": "issue:46222", + "accept": false, + "reason": "Turkish vs generic placeholder translation request: same broad i18n theme, but not the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific request versus generic template issue; too little evidence of a shared underlying bug/change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "High textual similarity likely comes from shared translation-template wording, not the same specific request." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are distinct issues, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are separate language tasks, so they should not be merged." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request vs generic placeholder issue; no concrete match on the underlying request." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "The overlap is only in the translation template, not in a shared language-specific issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are different tasks and not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Generic template similarity is not enough to show the same underlying issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request and a generic placeholder issue are not the same concrete issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "These look like separate translation requests sharing boilerplate text only." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "No evidence they refer to the same language or same translation task; reject as template-only similarity." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "The match is superficial; these are not the same concrete request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "The Thai text issue is unrelated to the translation-request template cluster." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both use the same placeholder template, but that does not show they are the same issue instance." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Shared template text is insufficient; no concrete evidence of a single underlying bug/change." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "These look like separate template-generated translation requests rather than duplicates." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "The Thai-language issue is not the same underlying translation request as the placeholder template issues." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical wording appears templated, but there is no proof they target the same concrete request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Same template family, but not enough to establish a true duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different content and likely different request; reject." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Identical placeholder titles likely reflect a reused template, not the same underlying issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "The Thai issue is unrelated to the generic translation-template issues." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "These are not the same request; one is a placeholder translation template and the other is a distinct Thai-language issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 18, + "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-36817-16", + "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" + ], + "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:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "6ce165aecd499449833d045f7950298564362bbdefd3c96e93c196af68b66095", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated model-request issues that only share a generic \"add support/model\" pattern. I would not collapse them as duplicates; they cover distinct architectures and modalities (vision, audio, OCR, TTS/ASR, text).", + "confidence": 0.34, + "canonical_issue_reason": "If one issue must stand in for the cluster, 46133 is the clearest representative because it is a concrete, well-scoped model request with a specific model name and descriptive title. That said, the set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "46133 is the strongest single representative among these because it is specific, recent, and clearly framed as a model-support request. The rest are distinct requests rather than the same underlying bug/change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models (EuroBert config vs DEIMv2); only the generic \"add model\" framing overlaps." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS are different model families and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate architectures with no shared concrete code path." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a detection model; LFM2.5 Audio 1.5B is an audio model." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request concern different model changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model-support requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated models and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request are not the same change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B target different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT-like models, not one underlying fix." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request do not describe the same change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model-support tasks." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model families and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are different concrete additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE are related only at a very high level, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different tasks (speech synthesis vs speech recognition)." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are distinct audio-model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request are not the same underlying bug/change." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different TTS model requests, not a single duplicate." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 target different modalities and code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different speech/audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model changes." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model additions." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different modalities and model families." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "The weight-sparse transformer and EUPE requests are not the same concrete model change." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different model requests, even though both are vision-language related." + } + ] + }, + "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": 18, + "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": "515a01f620689f87cfc235a95f4924ef43b8f63b8ff5b1e8a7008b22c490b935", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a block decoding request, the other is a model-specific support request for DeepSeek v3.2.", + "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": "Different underlying requests with no shared target or code path: block decoding vs DeepSeek v3.2 support." + } + ] + }, + "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": 18, + "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": "9e66cc55f179a047b406972de5e05af8df22df04dbdfef6a18753066456799e4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues both mention custom trainers, but they describe different problems: one is about `remove_unused_column` behavior in `Trainer`, the other about FLOPS estimation for custom trainers. They are related at a high level but do not look like the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43598 is the more concrete and actionable report, centered on `remove_unused_column` and Trainer customizability; however, there is no strong evidence it is a duplicate of the FLOPS-estimation issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the better canonical representative for this mini-cluster because it names a specific Trainer behavior and likely a narrower code-path, while 43600 is about a separate estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They overlap only on the broad theme of custom trainers. One concerns `remove_unused_column` customizability; the other concerns FLOPS estimation. Different symptoms and likely different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 18, + "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": "28eefe11b0c809d00fae4f9fdfc0de7920cf946b40c65343b760c027197152ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different heads/APIs.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the two issues are about different models and different model-head support, so they do not describe the same underlying request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader registration request, but it should not be treated as a stand-in for 44405 because the latter is a separate Qwen3.5 sequence-classification feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying feature requests: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 AutoModelForSequenceClassification support. They are related only at a broad taxonomy level, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 18, + "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": "6e9d6bf26bc2ea46e31e6bfb3e89fb7320a17b40a841ae417b189a85b7eb3aae", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Issue 43835 looks unrelated. The three \"huggingface \" issues are title-similar, but the packet provides no body, link, target, or diff evidence, so the pairwise duplicate calls should stay conservative and rejected. If a representative is needed, 43845 is the earliest of the similar titles, but not proven duplicate.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface \" titles and is the best provisional anchor for the cluster, but the evidence is too thin to establish true duplication.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the most suitable cluster representative by chronology and title pattern, though the available metadata is insufficient to confirm it as the same underlying report as 43846 or 43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete evidence that they describe the same bug or request." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence that they describe the same bug or request." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete evidence that they describe the same bug or request." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Only weak title-level similarity is available; without bodies, links, or shared targets, this is not enough to treat them as duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Only weak title-level similarity is available; without bodies, links, or shared targets, this is not enough to treat them as duplicates." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Only weak title-level similarity is available; without bodies, links, or shared targets, this is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical selection is grounded, but the pairwise duplicate verdicts are too strong for the packet. All three \"huggingface \" items only share title-level soft_similarity, and the packet explicitly marks deterministic_accept as false for every pair. Without body content or explicit links, calling them duplicates or 'strongly suggesting the same underlying report' overstates the evidence. Keep the 43835 pairs rejected, but the 43845/43846/43859 pairs should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 18, + "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": "767c9d7ced90a8f05943d0f2882eced33eed3cbb69c23f79a919a73955ee7faa", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-signal spam placeholders, plus one documentation-suggestion issue and one unrelated named issue. There is not enough evidence to merge any pair as true duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44371 is the earliest generic spam placeholder and is as representative as the other spam-only issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the best issue representative for the spam subgroup because it is earliest and has the same minimal signal as the other spam entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled '', but there is no substantive body or target evidence to prove the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam titles are too weak to confirm a true duplicate without concrete bug/change details." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Spam placeholder and documentation enhancement are clearly different issue types and topics." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder does not match the unrelated named issue 'Check out \"Google LLC\"'." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation suggestion is unrelated to a spam placeholder issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation suggestion is unrelated to a spam placeholder issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but the record is too thin to confirm they are the same underlying report rather than separate spam submissions." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and named issue are not the same underlying report." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and named issue are not the same underlying report." + } + ] + }, + "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": 18, + "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": "79182dcb309c28dcf80f685d11a74c23d5b15ecdec59161f7398916c89bab94a", + "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 issues look closely related based on identical titles and soft text similarity, but the packet does not firmly establish that they are the same report. #45145 is the better representative of the pair because it was created first and has the only inbound reference.", + "confidence": 0.73, + "canonical_issue_reason": "#45145 is the earlier issue and the only one with inbound reference activity, so it is the better canonical representative if this cluster is treated as one topic.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest overall representative because it predates #45151 and has the most external attention in the packet, while #45151 has only limited additional discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The issues have identical titles and moderate soft similarity, so they are closely related, but the packet does not directly show that their bodies are the same. Given the conservative evidence, I would not confirm them as the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is mostly grounded (earlier creation time and one inbound reference), but the duplicate/\u201csame underlying request\u201d language is a bit too strong for the evidence shown. The packet only provides a soft-similarity signal (jaccard ~0.63) plus identical titles; it does not directly establish that the bodies are the same, and #45151 also has its own discussion activity. Please phrase the verdict more conservatively and avoid implying exact duplication or stronger engagement differences than the packet supports." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 18, + "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": 14, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "e6edc30a09831dbb5fe436cf4de6087f4a0a5c71ac118688aa94d875e630a4e2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate 4-bit inference bugs are grouped only by broad quantization context: one is a Gemma4 audio-module uint8/torch.finfo dtype failure, the other is a BitsAndBytesConfig lm_head exclusion bug causing an AssertionError. They do not look like the same underlying issue.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #45674 is the better representative because it states a clearer, more general configuration bug with a concrete failure mode and is still open for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the most useful cluster anchor: it is specific enough to identify the bug class, but broader than the Gemma4-only symptom in #45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but the failure mechanisms differ: Gemma4 audio modules hit a uint8/torch.finfo TypeError, while BitsAndBytesConfig loses the default lm_head exclusion and triggers an AssertionError. These 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": 15, + "component_count": 18, + "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": "49ab16da32407d942a4842c77854263a5929295010838cc173f273b76fda4777", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated empty-name/date entries and do not appear to describe the same bug or request. Treat this cluster as non-duplicate noise/spam rather than a real issue family.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different personal names and dates with no body, no shared technical context, and no indication of 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": 16, + "component_count": 18, + "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": "f8529b4803b423bc9052328c8e8bad0195e78e5663407f9621b8d72a9bdd9b3f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear unrelated; both are just personal-name/date titles with no body or technical context, so the soft similarity is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue has any substantive description, links, or code-related context; there is no basis to prefer one as a canonical bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate because both lack actionable content and appear to be non-technical placeholder-style entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "They do not describe the same underlying bug or change; the titles are different personal names and dates with no shared issue context." + } + ] + }, + "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": 18, + "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": "553fe329449f104e45a089d8d88dfe11b05e7d27317dabe04e9aa13e50def247", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They do not describe the same bug or feature and should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests affecting different parts of the library: adding a model class for token classification versus enabling FP8 training support. No shared code path, target, or underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 18, + "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": "04be3d7142d777c0c3b82692c9d5d4027130793db9f8427961c0c22c7c32ff88", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains two exact-duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset post (45869). There is no single underlying bug/change across all five items.", + "confidence": 0.97, + "canonical_issue_reason": "45872 is the best canonical representative among the substantive DataForge issues because it is the clearest standalone topic and has an exact duplicate in 45873; 45870/45871 form a separate duplicate pair, and 45869 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the strongest issue to keep as the representative record: it is more specific than the repeated example-title issues, has a clear duplicate partner, and is not just a dataset promo post.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different issue types: a dataset promotion versus an example about time series prediction. Related finance wording, but not the same underlying request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different issue types: a dataset promotion versus an example about time series prediction. Related finance wording, but not the same underlying request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and matching content footprint; this looks like a direct duplicate issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention finance/DataForge, but one is an example and the other is a service/scraping request. Same broad theme, not the same concrete issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete topic: example notebook/content versus a DataForge service/scraping issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same broad theme, but different underlying ask; this is an example issue while the other is about a DataForge service/scraping workflow." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same broad theme, but different underlying ask; this is an example issue while the other is about a DataForge service/scraping workflow." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and matching content footprint; this looks like a direct duplicate issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 have matching titles and identical body lengths, so treating them as duplicate pairs is reasonable, and 45869 is clearly a different dataset-promo item by title. The soft-edge rejections are conservative, and there is no evidence of a single unified change across all five items." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46268" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:46048|pull_request:46268", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "df10614854ec97c5080aaf9fa92bd01f08973f3771e221efc605a7c087767e62", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40312, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40312, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated PRs that only share broad keyword similarity. The only true duplicate-like pair is the two fixed_cross_entropy patches targeting the same issue; the rest should remain separate.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest canonical representative for the shared cross_entropy kwargs fix: it directly targets issue 43240, touches the exact implementation site, and is the more specific patch of the near-duplicate pair.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall PR candidate in the cluster because it has an explicit issue target and the most direct, concrete implementation of the shared loss fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are large model/infra PRs, but they fix unrelated things: VideoPrism model integration vs executorch export dynamic-shape testing." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer helper methods in MistralCommon are unrelated to executorch dynamic-shape export tests." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Missing tokenizer methods and adding MobileLLM are different model/code-path changes with no shared bug." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness and adding MobileLLM are separate changes in different subsystems." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix is unrelated to adding a new MobileLLM model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs plumbing and Mistral4 test fixes are different code paths and bugs." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export dynamic-shape tests do not describe the same underlying change as Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Exportability tests and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM is unrelated to fixing config resolution order in modeling_utils." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition and Falcon output-interface refactoring are different changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactoring is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized-output refactor and Mistral4 test fixes are not the same bug/change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the layrnorm-to-layernorm renaming pass." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat parsing updates do not fix the same concrete problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are different areas and problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the config-resolution order change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test-fix PR is not the same underlying change as a skill/documentation PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM and adding a model-creation skill are unrelated." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46268", + "accept": false, + "reason": "Both touch hub kernel routing, but they add different kernels for different purposes and could not plausibly be merged as one fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "These are two near-duplicate patches for the same fixed_cross_entropy kwargs support in the same file, both addressing issue 43240 and fixing the same code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only clearly duplicate-like pair is the two `fixed_cross_entropy` PRs sharing the same issue target and file, and the other soft-edge rejections are reasonably supported by the diffs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 30, + "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": "0e4033e0ba1425b4660cdbf2fee3bbc2a5a2149506f8907ae13917598306d78b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about VibeVoice, but they target different scope: one implements the base VibeVoice model, the other adds a realtime variant and extra acoustic-tokenizer/generation plumbing. They are related, but not the same underlying change and not good merge candidates into one PR.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the broader foundational VibeVoice implementation and predates the realtime follow-up; it is the more canonical representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best single representative because it covers the core VibeVoice model integration, Auto registrations, docs, and conversion/modeling code, whereas #42781 is a narrower realtime extension.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related by model family, but the scope differs: #40546 adds the base VibeVoice integration, while #42781 adds VibeVoice Realtime plus additional acoustic tokenizer and generation changes. They are not the same concrete code-path fix/change and would not naturally be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 30, + "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": "2b5b54900cf10a49f7351da74b3b79e60ca7037367f29227026298f6927746ff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image-classification support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster because these changes target different code paths and different models; if forced to pick one representative, PR #41224 is slightly more mature and review-heavy, but it is not a duplicate of #40755.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the better representative of the cluster only by activity/review maturity, not by semantic similarity. PR #40755 is a separate TimesFM feature and should stand alone.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different subsystems and different user-facing capabilities: TimesFM covariate forecasting vs DINOv3 image classification. No shared bug or mergeable fix 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": 4, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 30, + "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-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "a12f1c0c2950bac8f1b29dd56fd7dc61a82e2bb233da35e41ad8c2ac0d356af3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated model-addition pull requests (DeepSeek OCR, Isaac, Kimi2-6). They overlap on Transformers integration scaffolding, but they do not fix the same underlying code path, so the soft duplicate links should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster contains three distinct model-onboarding PRs for different models, not duplicates of one change.", + "best_issue_reason": null, + "best_pr_reason": "None of these PRs are duplicate candidates; if a representative is needed, #45630 is the broadest and most mature model-addition PR, but it is still unrelated to the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations (DeepSeek OCR vs Isaac). Shared auto-registry and docs wiring are generic onboarding boilerplate, not the same bug or change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6) with different files and code paths. Similar Transformers plumbing is too broad to treat as one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 30, + "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": "72113ba88d837a217c6755e52a03ac5050d00020c7e6d506bbca75970307725a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both GitHub Actions maintenance PRs, but they target different action families and different motivations: PR 42975 is a broad Node 24 compatibility upgrade for core workflow actions, while PR 42976 is a separate action-version refresh centered on Docker build workflows. They should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better anchor because it has the clearer, broader platform-maintenance scope (core workflow actions updated for Node 24 compatibility), while PR 42976 is a separate Docker/build-action upgrade.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest representative of the cluster\u2019s workflow-maintenance theme; PR 42976 is narrower and focused on different actions and workflows.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not treat as duplicates: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility across many workflows, whereas 42976 updates docker/build-push-action and related workflow actions. They touch overlapping YAML files but not the same underlying change 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": 7, + "component_count": 30, + "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-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "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" + ], + "prepared_review_unit_hash": "ab9b6807bf6d04df0fb14009849dfe7b5b099ebab0dc7ad6c1ccb6af408e2fe3", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four unrelated model-addition PRs. They share Hugging Face boilerplate updates (docs nav, auto mappings, tests), but each introduces a different model family and code path: ViT NEPA, Molmo, Molmo2, and CTSM.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the cluster: the PRs are distinct feature additions for different models, not duplicates of the same change.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must be picked as the strongest representative, 43451 is the most substantial and review-heavy Molmo2 addition, but it still is not a cluster-level duplicate representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared auto/docs files are boilerplate, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions with separate configs, modeling, and tests: ViT NEPA vs Molmo2." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families and implementations: ViT NEPA vs CTSM; only shared registration/docs scaffolding." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related in name but they add different model versions with distinct files and code paths, so not the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; overlap is limited to generic docs/auto-mapping plumbing." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model integrations with different implementations; shared files reflect repository plumbing only." + } + ] + }, + "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": 30, + "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-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "53ce151febbe97ea03bd0e86640eee79e68e62a322b09331ad2228280f1fe64f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated pull requests: one Whisper test/tokenizer fix, one clearly bogus test-only change, and one substantive FP8/dequant loading fix. None should be merged as duplicates; PR #44815 is the strongest canonical PR for the cluster.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44815 is the only substantive change set with a concrete implementation focus (FP8/dequant logic across loading, quantization, and Mistral support). The other PRs are either narrow Whisper test/tokenizer work or obviously unrelated test edits.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 has the clearest real bug-fix scope and the broadest concrete code-path coverage. It is the best representative of the cluster, even though the other PRs are not duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test changes and unrelated CLIP/ViT test edits do not fix the same underlying bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/tokenizer behavior is unrelated to the FP8/dequant loading and quantization fix in the other PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT test-only patch is unrelated to the FP8/dequant implementation fix; they do 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": 9, + "component_count": 30, + "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-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "965d4fd2eb121864f4da181556d950829cf4186ea005742a72dd71e06e9441a0", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12260, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12260, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated dummy/test-infra changes; the shared ViT test file overlap is incidental, and there is no safe duplicate cluster here.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items split into several different synthetic changes (workflow/config, model code, and failing-test injections) rather than one shared fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46114 is the broadest representative of the test-migration / CI-theme changes, but it still is not a reliable duplicate anchor because it does not match the other PRs\u2019 concrete edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Both are synthetic test-related PRs, but 43488 is a setup/version tweak while 46114 is a multi-file test/CI migration; not the same change or bug." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared \"don't merge\" intent is not enough; one changes packaging/versioning, the other rewrites workflow and testing utilities." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "They both touch test infrastructure, but the concrete edits differ substantially across workflows, utilities, and unrelated model/test files." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "45932 adds OTEL/workflow plumbing and model code changes, while 46100 only injects failing assertions into ViT tests; different underlying changes." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": false, + "reason": "Both mention test migration, but 46100 is a small ViT test sabotage and 46114 is a broader multi-test/CI change; not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 30, + "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": "c5f19abbf8de2f2cd29b625037c120f819e1f3cc4b737ae85d2d68b26622cc43", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate pipeline feature PRs in the same segmentation family: one for promptable concept segmentation and one for promptable visual segmentation. They share scaffolding, but they target different concrete pipelines and model/test coverage, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate PR here; if one must be used as the cluster representative, PR #43613 is the broader and more concrete implementation (visual segmentation, multiple model integrations, and dedicated tests/docs).", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the best representative because it is the more complete feature PR with wider code and model coverage. PR #43612 is a distinct concept-segmentation pipeline and not the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different features: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. Shared docs/pipeline scaffolding and adjacent filenames are not enough to treat them as the same fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 30, + "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-43649-2", + "nodes": [ + "pull_request:43649", + "pull_request:46301" + ], + "soft_pairs": [ + "pull_request:43649|pull_request:46301" + ], + "prepared_review_unit_hash": "48b04474e099c854a3b832ba6105c08d3668f1b052f326ddfcdb3928dd1d4954", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4550, + "estimated_input_tokens": 1138, + "estimated_eval_tokens": 2532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4550, + "estimated_input_tokens": 1138, + "estimated_eval_tokens": 2532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: #43649 is a broad CI/workflow and failure-reporting change, while #46301 is a separate CircleCI/test-marker update for tensor-parallel coverage.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46301 is the tighter, more self-contained PR, but it is not a duplicate of #43649; the two changes target different CI/test paths and would not naturally merge into one fix.", + "best_issue_reason": null, + "best_pr_reason": "#46301 is the better representative of the cluster only in the sense that it is more focused; #43649 is broader and touches several unrelated workflow/test files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43649", + "right": "pull_request:46301", + "accept": false, + "reason": "Different underlying changes: #43649 updates self-comment CI and failure-reporting workflows/tests, while #46301 changes CircleCI test selection and tensor-parallel mixin tests. They do not fix the same concrete 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": 12, + "component_count": 30, + "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": "cdc9ec597edd2b276a343014c7f2108853da706165b01e9c104ea08fb7d76c21", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated trainer.py PRs: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They share a file and a broad subsystem, but not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the better representative of the cluster because it makes a focused behavioral change in training_step with a clear bug-fix motivation, whereas #43663 is a separate extensibility refactor around input-column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the stronger standalone candidate: it targets a concrete training-time loss-scaling path and is easier to treat as the cluster's representative change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: these modify different Trainer code paths and solve different problems\u2014gradient accumulation loss scaling vs. signature-column filtering/override hooks. They are not the same underlying fix 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": 13, + "component_count": 30, + "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": "04458fae4bb3f6a9efbb45a28b570702bc4ee74d47b8b6e5cbe5eb811b13f12e", + "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": "These are two different CLI typing/name-resolution fixes in the same file, not the same underlying change: one targets a pydantic/TypeAdapter import annotation issue, the other is a broader forward-reference typing cleanup.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:43842 is the more canonical PR because it directly addresses the reported TypeAdapter NameError when pydantic is not installed, with a minimal targeted fix in the validator annotation/import path.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43842 is the best representative because its diff and title align tightly with the concrete runtime error it claims to fix; pull_request:43656 is a separate typing/annotation adjustment in the same module.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Shared file alone is not enough here: 43656 changes general typing/forward-reference annotations, while 43842 specifically fixes TypeAdapter handling when pydantic is absent. They do not appear to be the same underlying bug or mergeable as one 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": 14, + "component_count": 30, + "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": 15, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + 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+ "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model-specific refactors; the shared tracing theme is too broad." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Same GPT-J file, but 44066 is the broader GPT-J/CodeGen refactor while 44085 is a narrower GPT-J-only variant; the overlap is only a shared slice of the file, not one mergeable change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different image-model code paths; same output-tracing theme only." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and concrete code paths; only the standardized-output pattern overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated concrete 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"accept": false, + "reason": "GPT-Neo vs Flaubert are unrelated concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert are unrelated concrete refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different concrete code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": 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"accept": false, + "reason": "MPT vs ImageGPT are unrelated concrete code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo are unrelated model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo vs LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert are unrelated concrete code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa are unrelated concrete refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa vs SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa vs ViLT are unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor family; 44722 looks like the fuller iteration and can plausibly absorb the earlier GPT-J slice." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor family; both target the same concrete code path in modeling_gptj.py." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster read is mostly grounded, but at least one soft-edge rationale is too strong. In particular, `44066` and `44085` both touch `src/transformers/models/gptj/modeling_gptj.py`, so describing them as having \u201cdifferent models and code paths\u201d overstates the separation. If you want to keep the pair rejected, the reason should be narrower (e.g. scope/iteration differences), not a full model-family mismatch. The GPT-Neo subgroup and the GPT-J/CodeGen subgroup are plausible, but the verdicts need to stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 30, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "44a953abd41f81c17278a6cd6181464db4dd8a42b780fc0aa484a5742caf6aac", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84895, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all model-specific PRs for the same broad refactor pattern: migrating output tracing to standardized capture/decorator helpers. They share theme and terminology, but each targets a different model/code path, so they should not be deduped as the same change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the clearest representative of the set: it has an explicit issue link, a substantive output-tracing refactor, and good traceability compared with the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest single representative of this cluster because it is explicitly tied to issue 43979 and concretely implements the standardized output capture migration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized-output refactors, but they apply to different model implementations (FocalNet vs ImageGPT) and different forward paths, so they are not the same concrete change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "These are separate model migrations (VisualBert vs TextNet). Similar refactor style, but not the same underlying bug or mergeable single PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are unrelated model-specific output-tracing updates; they share a theme, not a duplicate code-path fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet touch different model code paths, so this is not the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are distinct model refactors; same helper migration pattern, but not the same concrete fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different model-specific output-capture migrations; they are too broad to treat as duplicates." + } + ] + }, + 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Different scopes and code paths, so not a duplicate PR pair." + } + ] + }, + "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": 30, + "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": "b35bf2fbded94da0c544ac47797f2f99de1e6a13c6c7d3703f77dd42e50d952b", + "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 address the same Mistral regex patch AttributeError in the same file and on the same code path; 45317 is the more complete version because it adds tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best PR candidate since it fixes the same concrete bug as 45086 and also includes accompanying tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same AttributeError fix in _patch_mistral_regex, same target issue, same code path, and the second PR is just the tested/expanded version of the first." + } + ] + }, + "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": 30, + "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": "0effe5c08ab4ce6a6bf7e453bd2226144828b07127568b45efc3c8ddcbe4591f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch Nemotron H internals, but they are not duplicates: #45115 is a narrow conversion/mapping and inheritance refactor, while #45569 is a broader model-family split introducing dedicated dense/sparse variants, docs, auto-mapping updates, and tests.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the more comprehensive and representative change for the Nemotron H family work: it adds the dense/sparse model variants, updates docs and auto-mapping, and includes tests, making it the better canonical PR for this area.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best single representative because it covers the full user-visible model restructuring, not just the underlying conversion/mapping cleanup. PR #45115 is a narrower implementation step and not a duplicate of the larger split.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared Nemotron H files and broad theme, but the concrete work differs: #45115 adds checkpoint conversion mappings and inheritance-related refactoring, while #45569 introduces the actual NemotronHDense/NemotronHSparse split plus docs, auto mappings, and tests. Not the same underlying change and not safely mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 30, + "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": "328b2aaa3e32b3613bffc06bed7c221f390aae34a3270800a8c0e42515f50da1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicate PRs: one introduces heterogeneous per-layer config primitives, while the other wires heterogeneous configs into model/cache/masking behavior. 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They share the same initiative and files, but not the same concrete code-path fix/change, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 30, + "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": "e0c41e4520cfa97aec46a354914cecec868e814619d1204d71a3a17cc28e41ea", + "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": "These are related only at a broad typing-cleanup level, not the same concrete change. PR 45415 is a wide type-checking sweep across many files, while PR 45425 is a focused typing protocol/update for modeling_utils and related integrations.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, concrete change: it adds specific typing protocols and updates the affected code paths around modeling_utils/PEFT integration.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative because it targets a single typing compatibility problem, whereas 45415 is a broad repo-wide type-checking pass.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different scope and likely different underlying work: 45415 is a broad type-checking sweep, while 45425 is a targeted typing/API compatibility change. Shared files alone are not enough to merge them 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": 23, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "70a07e9b46a353dbfcbb3ed486a2fed087f72cd0c65aee70bab0feda2ea6e85f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both touch cached-forward edge cases with seq_len>1, but they target different model families and different code paths: Qwen/Olmo GDN linear attention vs. Mamba2 CUDA kernel forwarding. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the clearest canonical PR: it has an explicit issue target (#46032), a narrowly scoped fix in one model, and the diff directly addresses the seq_len>1 cache path.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best representative of a concrete bug fix because it is tightly scoped, explicitly tied to an issue, and focused on a single cache-guard condition in Mamba2.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both discuss cached multi-token forwarding, but they fix different implementations in different architectures. #45513 is about GDN linear attention in Qwen3.5/Qwen3-Next/Olmo Hybrid, while #46084 is about Mamba2 CUDA-kernel cache handling. The code paths and bugs are not the same, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 30, + "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": "a71b194d9c58fa1eaf364e01fad75e51038e944a515d3873ba911fb23f2451a1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related EP-loading fixes, but they target different failures and code paths: one is about DeepSpeed ZeRO-3/accelerate launch serialization and detecting EP, the other about FSDP2 rank-0 broadcast overwriting expert parameters during model loading. They are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the broader and more concrete EP fix: it addresses a specific parameter materialization bug during distributed loading and includes the core loader change in addition to supporting EP-related adjustments.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best representative of the cluster because it fixes an explicit, reproducible code-path problem with expert parameters being overwritten during distributed loading; the other PR is a separate EP/DeepSpeed compatibility fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share EP-related infrastructure, but the underlying bugs differ: 45548 is about EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while 45662 fixes FSDP2 rank-0 broadcast overwriting experts during loading. Different failure mode, different fix 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": 25, + "component_count": 30, + "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": "c9e9eb7ad4b10cb064783dfbe8d3d89a69cccc03c609eddb0dd6f45837277a42", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist collision problem around captured_info logs; PR #45645 is the broader, more complete fix and subsumes the targeted testing_utils change in #45639.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the best canonical PR because it includes the core xdist-safe change in src/transformers/testing_utils.py plus the CI/workflow updates needed to consume multiple captured_info files, making it the most complete representation of the fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest overall candidate: it covers the same underlying bug as #45639 and adds the surrounding CI handling needed to preserve/debug the logs end-to-end.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist-safe captured_info logging fix; #45645 clearly subsumes #45639 by including the testing_utils change and adding the CI-side artifact handling for multiple captured_info files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 30, + "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-45720-3", + "nodes": [ + "pull_request:45720", + "pull_request:46023", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259", + "pull_request:46023|pull_request:46259" + ], + "prepared_review_unit_hash": "521f8f14bb2c7e5ff116ac31a78d029ce2dcfdb06fd1c393e058bac68a80e8b3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10910, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10910, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are separate linter/modeling-rule changes, not duplicates: 45720 targets TRF003 for model forward tuple handling, 46023 targets TRF016 for image/video processor flag consumption, and 46259 targets a different modeling rule (TRF018). The overlap is mostly shared docs/rule infrastructure, not the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "46259 is the best standalone representative of the cluster because it is a complete rule-introduction PR with broad rule-doc and model updates, but it is not duplicate-equivalent to the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different linter rules and different code paths: TRF003 for model forward signatures/return tuples vs TRF018 for processor flag usage. Shared files are only broad modeling-rule infrastructure." + }, + { + "left": "pull_request:46023", + "right": "pull_request:46259", + "accept": false, + "reason": "Both touch modeling_rules.md and rule scaffolding, but they fix different checks: TRF016 for image/video processor do_* flags vs TRF018 for another rule. 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": 27, + "component_count": 30, + "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": 28, + "component_count": 30, + "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-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "fb83ebda670d8adcb3902ceea5c9034e53e12c74e2f2b40c980a6383212a2fcd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8082, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8082, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-specific PRs adding SDPA dispatch support, not duplicates of the same concrete change. They share a feature theme, but each targets different code paths and test/docs surfaces.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46196 is the broadest and most representative of the SDPA rollout, covering multiple model families and associated tests, so it is the best canonical PR if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46196 is the strongest representative because it spans more than one model implementation and includes the most evidence of a completed feature rollout; the others are narrower, model-specific subsets.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both are SDPA-dispatch PRs, but they patch different model implementations (CTRL vs T5) with distinct code paths; same feature theme is not enough to treat them as duplicates." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "CTRL-only SDPA support and the wav2vec2/SeamlessM4T SDPA support touch unrelated model code paths; they are separate feature PRs, not one underlying fix." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch and wav2vec2/SeamlessM4T SDPA dispatch affect different architectures and tests, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 30, + "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": "252ae9f53a78c89b23bbbd8423e869adc11f3c9f9b79f6a03232490e9af2d0b9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap on distributed-code files, but they are not the same concrete change: #46126 is a focused EP/Trainer integration patch, while #46269 is a broad distributed branch base with many unrelated edits.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the cleaner representative of the cluster because it is a narrow, self-contained feature patch with a specific EP/Trainer integration goal; #46269 is a much broader umbrella branch touching many unrelated distributed areas.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best candidate for a single concrete change because its scope is focused and internally coherent, whereas #46269 is too broad to serve as a good duplicate/merge target for the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here; the titles and diffs show different scopes. #46126 targets EP + Trainer integration, while #46269 is a large distributed branch base spanning FSDP, MoE, loading, generation, CI, and more. They do not look mergeable as one PR for the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 30, + "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": "cea62eff1047af9d67d781aa39ebb59d3fd0b0800528e99511633b22307c7fac", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs share the broad theme of replacing direct file-open source inspection, but they fix different code paths: one in `import_utils.py` for resolving package resources, the other in `modeling_utils.py` for attention-implementation support checks. They are related conceptually, but not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the cleaner representative of its own change: it makes the `_can_set_attn_implementation` source check safer and includes tests, while staying focused on one concrete behavior in `modeling_utils.py`.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the best fit for the cluster as a representative PR because its intent is explicit, scoped to a single code path, and backed by tests; PR #46152 is a separate infrastructure change in a different module.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "They both avoid `open()` for source-related logic, but they modify different modules and solve different problems: resource traversal in `import_utils.py` versus attention-implementation detection in `modeling_utils.py`. Shared theme is 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 + } + ] +} diff --git a/snapshots/20260531T060031Z/analysis-runs/hybrid-model-20260531t060031z/manifest.json b/snapshots/20260531T060031Z/analysis-runs/hybrid-model-20260531t060031z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..dc4a2de01b8ec66020fc08c5b13161773ccda223 --- /dev/null +++ b/snapshots/20260531T060031Z/analysis-runs/hybrid-model-20260531t060031z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260531t060031z", + "artifacts": { + "hybrid": "snapshots/20260531T060031Z/analysis-runs/hybrid-model-20260531t060031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260531T060031Z/analysis-runs/hybrid-model-20260531t060031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-31T06:08:08Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260531T060031Z", + "variant": "hybrid" +} diff --git a/snapshots/20260531T060031Z/manifest.json b/snapshots/20260531T060031Z/manifest.json index bb884f67220bd2e681701968cd296c9242652079..113612b84103e9829d087ba92ee3969077970cdf 100644 --- a/snapshots/20260531T060031Z/manifest.json +++ b/snapshots/20260531T060031Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 246 }, "extracted_at": "2026-05-31T06:00:31Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260531t060031z", + "runs": { + "hybrid-model-20260531t060031z": { + "analysis_id": "hybrid-model-20260531t060031z", + "artifacts": { + "hybrid": "snapshots/20260531T060031Z/analysis-runs/hybrid-model-20260531t060031z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260531T060031Z/analysis-runs/hybrid-model-20260531t060031z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260531T060031Z/analysis-runs/hybrid-model-20260531t060031z/manifest.json", + "model": null, + "published_at": "2026-05-31T06:08:08Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260531T060031Z", "watermark": {