diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 56a5ef4f95f451b0dbaaab1df9016fc4cc130d30..b6e23bd166640e762aa5ac46a7163ad7f5e23b25 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": "20260619T180015Z", - "generated_at": "2026-06-19T18:11:12Z", + "snapshot_id": "20260620T000023Z", + "generated_at": "2026-06-20T00:09:04Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,74 @@ } ] }, + { + "cluster_id": "cluster-45290-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #46752.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46752, + "canonical_pr_number": 46753, + "issue_numbers": [ + 45290, + 46752 + ], + "pr_numbers": [ + 46753, + 46778 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46753, + "right_pr_number": 46778, + "code_similarity": 0.825, + "size_similarity": 0.882, + "file_overlap": 1.0, + "area_overlap": 0.846, + "patch_similarity": 0.346, + "shared_filenames": [ + "src/transformers/tokenization_utils_base.py", + "tests/test_tokenization_common.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_base.py", + "left_ranges": [ + [ + 3086, + 3094 + ] + ], + "right_ranges": [ + [ + 3086, + 3096 + ] + ] + }, + { + "filename": "tests/test_tokenization_common.py", + "left_ranges": [ + [ + 1010, + 1022 + ] + ], + "right_ranges": [ + [ + 1010, + 1024 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-41115-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", @@ -1740,73 +1808,68 @@ ] }, { - "cluster_id": "cluster-43656-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-46504-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 43656, + "canonical_pr_number": 46716, "issue_numbers": [], "pr_numbers": [ - 43656, - 43842 + 46504, + 46563, + 46716 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 43656, - "right_pr_number": 43842, - "code_similarity": 0.405, - "size_similarity": 0.5, - "file_overlap": 1.0, + "left_pr_number": 46504, + "right_pr_number": 46563, + "code_similarity": 0.185, + "size_similarity": 0.923, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46504, + "right_pr_number": 46716, + "code_similarity": 0.2, + "size_similarity": 1.0, + "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.036, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46563, + "right_pr_number": 46716, + "code_similarity": 0.69, + "size_similarity": 0.923, + "file_overlap": 1.0, + "area_overlap": 0.571, + "patch_similarity": 0.033, "shared_filenames": [ - "src/transformers/cli/serve.py" + ".github/workflows/pr-ci-security-gate.yml" ], "shared_file_areas": [ { - "filename": "src/transformers/cli/serve.py", + "filename": ".github/workflows/pr-ci-security-gate.yml", "left_ranges": [ [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 + 13, + 19 ] ], "right_ranges": [ [ - 54, - 61 - ], - [ - 587, - 593 + 14, + 17 ] ] } @@ -1814,35 +1877,6 @@ } ] }, - { - "cluster_id": "cluster-44002-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44002, - "issue_numbers": [], - "pr_numbers": [ - 44002, - 44004 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44002, - "right_pr_number": 44004, - "code_similarity": 0.125, - "size_similarity": 0.398, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.304, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2119,7 +2153,16 @@ ] } ], - "duplicate_issues": [], + "duplicate_issues": [ + { + "cluster_id": "cluster-45290-4", + "canonical_issue_number": 46752, + "duplicate_issue_numbers": [ + 45290 + ], + "reason": "Issues in cluster-45290-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + } + ], "duplicate_prs": [ { "cluster_id": "cluster-41115-3", @@ -2148,15 +2191,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-43656-2", - "canonical_pr_number": 43656, - "duplicate_pr_numbers": [ - 43842 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2183,15 +2217,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44002-2", - "canonical_pr_number": 44002, - "duplicate_pr_numbers": [ - 44004 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2210,6 +2235,15 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-45290-4", + "canonical_pr_number": 46753, + "duplicate_pr_numbers": [ + 46778 + ], + "target_issue_number": 46752, + "reason": "PRs in cluster-45290-4 are treated as duplicates because they converge on issue #46752 with closing_reference, shared_issue_target, soft_similarity evidence." + }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -2245,13 +2279,23 @@ ], "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46504-3", + "canonical_pr_number": 46716, + "duplicate_pr_numbers": [ + 46504, + 46563 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46504-3 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-41211-3", - "issue_number": 41211, - "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", - "score": 148.0 + "cluster_id": "cluster-45290-4", + "issue_number": 46752, + "reason": "Issue #46752 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 0 discussion comments plus 4 inbound references.", + "score": 144.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 9e35f7624c18fcbef0dc552be2ebbe07fb7cf63e..6de682a0f7f5acdecc7d3ed13b2c751cece036fa 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": "20260619T180015Z", - "generated_at": "2026-06-19T18:11:12Z", + "snapshot_id": "20260620T000023Z", + "generated_at": "2026-06-20T00:09:04Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -132,406 +132,400 @@ "issue:43039|issue:44805", "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "96710960f7f7981d9e4e30a5b57da3f7bc59f4e376fd75e6658faf3f32cc2e16", + "prepared_review_unit_hash": "5d7288ba8d76086e36b1d4d7e0a1c1611bf8776194d0c7b459a4c53db7ac39da", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46597, - "estimated_input_tokens": 11650, - "estimated_eval_tokens": 23556 + "serialized_chars": 46594, + "estimated_input_tokens": 11649, + "estimated_eval_tokens": 23554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only strong true duplicate pair is the DeepSpeed ZeRO-3 + Bert index-out-of-bounds reports; torch-version incompatibility also has a likely duplicate pair. Most other pairs share a subsystem or broad theme but describe different concrete failures, so they should stay separate.", - "confidence": 0.71, - "canonical_issue_reason": "issue:43596 is the best canonical issue because it names a specific, reproducible failure path (DeepSpeed ZeRO-3 + BertModel) and has a near-identical duplicate in issue:43638.", + "summary": "This cluster is mostly heterogeneous, with only two clear duplicate families: the DeepSpeed ZeRO-3/BertModel index-out-of-bounds reports, and the torch 2.4.1 incompatibility reports.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43596 is the best anchor for the strongest duplicate subgroup: it is a concrete ZeRO-3/BertModel index-out-of-bounds report and is closely matched by 43638.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the strongest dedupe anchor in the set: it is concrete, well-scoped, and its symptom matches another issue almost exactly.", + "best_issue_reason": "43596 is the most representative issue in the only clearly duplicate family, with the broadest wording and the cleanest nearby duplicate match.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different models and failure modes: missing config field vs streaming chat/completions error." + "reason": "Different failures: missing Qwen3.5 config attribute vs streaming chat/completions inference error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated device/runtime failures: AMD GPU support vs MPS histogram op limitation." + "reason": "Different models and code paths: AMD GPU failure for GPT-OSS vs MPS histogram op not implemented for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different code paths: image dtype mismatch in Mistral-3 vs GPT-OSS failing on AMD GPUs." + "reason": "Different subsystems: multimodal dtype mismatch vs GPT-OSS AMD GPU runtime failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/runtime issues, but on different models and different execution paths." + "reason": "Both involve runtime errors, but the models and underlying bug are unrelated." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "GPT-OSS on AMD GPUs and a broken Nemotron example are not the same bug." + "reason": "Different issue types: AMD GPU incompatibility vs broken official Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and errors: AMD GPU incompatibility vs invalid method call in GraniteMoEHybrid." + "reason": "Unrelated failures in different model families; no shared concrete code path." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated failures." + "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different model/export issues." + "reason": "ONNX export error and FineGrainedFP8 failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and Qwen3 device-mapping cuda assert are different problems." + "reason": "ModernBERT export and Qwen3 auto device mapping crash are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "A task crash and outdated RAG examples are different classes of issues." + "reason": "Table QA crash and outdated RAG docs are different changes." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are stale docs after v5, but they refer to different removed surfaces and are not the same concrete issue." + "reason": "Both are docs cleanup for v5 removals, but they target different removed items and are not the same concrete change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure is unrelated to the GenerationMixin import regression." + "reason": "ONNX export failure is unrelated to the GenerationMixin import error." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking and resume-training with remote code are different training bugs." + "reason": "Different training issues: TRL SFT embedding unpacking vs resume-training with remote code." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape mismatch and Gemma4 device-map forward mismatch are different runtime errors." + "reason": "Mask-shape mismatch and Gemma4 device mismatch are different forward-pass bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both involve IndexError, but one is ZeRO-3/Bert initialization and the other is a mask/tensor shape mismatch." + "reason": "Different symptoms: Bert ZeRO-3 empty-index failure vs mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Different repros and code paths: Bert ZeRO-3 initialization vs remote-code resume training." + "reason": "ZeRO-3 Bert index error is unrelated to resume-training with local remote-code models." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3 Bert index-out-of-bounds is not the same as a general mask/tensor shape mismatch." + "reason": "Both are index/shape runtime errors, but they affect different models and failure mechanisms." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask indexing failure and Qwen3.5 video-token mismatch are unrelated." + "reason": "Mask shape mismatch is not the same as Qwen3.5 video token/feature mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different failures: tensor mask shape mismatch vs GPT-OSS TP not working." + "reason": "Different bug classes: tensor mask mismatch vs GPT-OSS tensor-parallel issue." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training/remote-code issue and broken Nemotron example are unrelated." + "reason": "Resume-training problem and broken Nemotron example are unrelated." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration in Qwen3-vl and remote-code resume training are unrelated." + "reason": "Video embedding StopIteration and resume-training with remote code are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Bert ZeRO-3 initialization bug does not match the remote-code resume-training issue." + "reason": "ZeRO-3 Bert index error is unrelated to the remote-code resume-training issue." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor voice_preset bug and ONNX export failure are different model/tooling issues." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different distributed-training failures; only the Bert ZeRO-3 pair is the same bug." + "reason": "DeepSpeed collective mismatch is a different failure from the Bert ZeRO-3 empty-index bug." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying bug: DeepSpeed ZeRO-3 with Bert hits the same index-0-out-of-bounds failure." + "reason": "These describe the same underlying ZeRO-3/Bert empty-index failure with very similar reproduction context." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy call and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Liger Kernel cross-entropy invocation and GPT-OSS tensor-parallel failure are different bugs." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different issue types: detokenization bug vs LoRA save/reload output mismatch." + "reason": "Incorrect detokenization and LoRA merge/save/reload mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3-8B NVFP4 runtime error is unrelated to LoRA merge/save consistency." + "reason": "Qwen-3 NVFP4 runtime error and LoRA merge consistency issue are different problems." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code model_class/config_class errors." + "reason": "Voxtral processor failure and remote-code config_class AttributeError are unrelated." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training weight-shape error and collective mismatch are different bugs." + "reason": "Both are DeepSpeed-related, but the weight-dimension error and collective mismatch are different bugs." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP recompute mismatch is not the same as a mask indexing error." + "reason": "Activation-checkpointing/FSDP recomputation mismatch is unrelated to mask-shape indexing failure." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same class of component, but different concrete failures: CPU offload incompatibility vs uninitialized memory after materialization." + "reason": "Both concern Qwen3.5 MoE rotary embedding, but the reported failures are different enough that they do not look like the same concrete bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 index error and GPT-OSS TP issue are unrelated." + "reason": "Bert ZeRO-3 empty-index failure and GPT-OSS TP failure are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation checkpointing mismatch and CustomTrainer signature change are different bugs." + "reason": "FSDP checkpointing tensor-size mismatch is unrelated to CustomTrainer.compute_loss signature breakage." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 init failure is unrelated to GPT-OSS tensor-parallel support." + "reason": "Different models and failure modes; no shared code path." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific errors: dtype mismatch vs invalid method call." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime error and GPT-OSS AMD GPU issue are unrelated." + "reason": "Qwen-3 NVFP4 runtime error and GPT-OSS AMD GPU failure are different issues." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Both involve multimodal handling, but reverse embedding lookup and video-token mismatch are different bugs." + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video-token mismatch are different multimodal bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 vLLM config regression and Mistral regex patch crash are unrelated." + "reason": "Gemma3Config missing attribute and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map PLE mismatch and expensive reverse embedding lookup are different Gemma4 issues." + "reason": "Gemma4 device-map mismatch and expensive reverse embedding lookup are different bugs." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Same compatibility complaint centered on torch 2.4.1; 46515 looks like a shorter report of the same incompatibility." + "reason": "Both report the same torch 2.4.1 incompatibility, just phrased differently." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 incompatibility and Qwen-3-8B NVFP4 runtime failure are different issues." + "reason": "Torch 2.10 incompatibility and Qwen-3 NVFP4 runtime failure are not the same underlying problem." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." + "reason": "FSDP activation checkpointing mismatch is unrelated to Qwen3 auto device mapping cuda assert." }, { "left": "issue:43828", - "right": "issue:45161", + "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and GPT-OSS TP failure are different bugs." + "reason": "Different dtype/runtime failures in different models and devices." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different model/runtime failures with no clear shared code path." + "reason": "Phi-tiny-MoE autocast dtype mismatch and Qwen-3 NVFP4 runtime failure are unrelated." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image dtype mismatch are unrelated." + "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image dtype mismatch are different code paths." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral-3 image preprocessing mismatch and broken Nemotron example are different problems." + "reason": "Mistral-3 multimodal dtype issue and Nemotron example breakage are unrelated." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different model/back-end failures: image dtype mismatch vs MPS histogram not implemented." + "reason": "Different models, devices, and failure modes." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen-3-8B NVFP4 runtime error and Qwen3.5 embedding unpacking with TRL are different failures." + "reason": "Qwen-3 NVFP4 runtime error is unrelated to TRL SFT embedding unpacking failure." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel issue are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger kernel cross_entropy call and TRL embedding unpacking are different code paths." + "reason": "Different subsystems: TRL embedding unpacking vs GPT-OSS tensor parallel." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and Bert ZeRO-3 index error are similar in shape but not the same bug." + "reason": "Both are ZeRO-3/Bert-related, but the titles point to different concrete scenarios and I would not merge them as the same bug without stronger evidence." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions after v5, but they reference different removed features and should not be merged as duplicates." + "reason": "Both are documentation fixes for v5 removals, but they cover different removed features and different pages." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS Int histogram limitation are unrelated." + "reason": "Repeated pair, but still unrelated bugs: autocast dtype mismatch vs MPS histogram op limitation." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL SFT unpacking bug and MPS backend limitation are unrelated." + "reason": "TRL SFT embedding issue and MPS histogram error are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger kernel cross-entropy routing and Phi-tiny-MoE autocast mismatch are different issues." + "reason": "Liger Kernel cross_entropy and Phi-tiny-MoE autocast mismatch are different problems." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Distributed collective mismatch and CustomTrainer signature change are different bugs." + "reason": "DeepSpeed collective mismatch is unrelated to the trainer signature change." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Checkpointing/FSDP tensor-size mismatch and GenerationMixin import error are unrelated." + "reason": "Activation checkpointing tensor-size mismatch and GenerationMixin import error are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU inference failure and outdated RAG examples are unrelated." + "reason": "GPT-OSS AMD GPU failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross_entropy call and mask shape mismatch are different runtime paths." + "reason": "Liger Kernel cross-entropy path and mask/tensor indexing mismatch are unrelated." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention version compatibility, but one is torch/transformers and the other is a separate USE_DISTRIBUTED=0 regression." + "reason": "Torch 2.4.1 incompatibility and v5.9.0 USE_DISTRIBUTED=0 breakage are different compatibility issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it identifies the Bert/DeepSpeed ZeRO-3 index-out-of-bounds pair as the clearest duplicate, and the torch 2.4.1 incompatibility pair is also plausibly the same bug. The remaining soft-edge rejections are generally conservative and tied to concrete title differences rather than broad thematic similarity." + "feedback": "Grounded overall: the cluster is presented as mostly heterogeneous, and the two accepted duplicate families are supported by the packet (43596/43638 and 45800/46515). The soft-edge rejections stay conservative and do not overclaim matches." }, "evaluator_used": true, "retried": false, @@ -616,8 +610,8 @@ "issue:44863|issue:46015", "issue:45020|issue:46304", "issue:45812|issue:45920", - "issue:43866|issue:44863", "issue:43872|issue:46304", + "issue:43866|issue:44863", "issue:44292|issue:46015", "issue:39290|issue:43531", "issue:41093|issue:43638", @@ -642,268 +636,268 @@ "issue:45800|issue:45823", "issue:43296|issue:43366" ], - "prepared_review_unit_hash": "4626749cad49f7228306997941082fa6ffeb161eff3f84eeb3bdf4086e3f6168", + "prepared_review_unit_hash": "ac4e3bf453bff129aa5b79b871dc3f990894d9c8696d2f3804a930d4bca4a3c8", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 40, - "serialized_chars": 38897, - "estimated_input_tokens": 9725, - "estimated_eval_tokens": 19706 + "serialized_chars": 38902, + "estimated_input_tokens": 9726, + "estimated_eval_tokens": 19708 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated issues with a few soft duplicate candidates. I\u2019d only merge two pairs: the ZeRO-3 load-time IndexError reports, and the AutoTokenizer wrong-token-ID v5 regression reports.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45920 is the broadest, most representative regression report in the cluster: it covers the cross-model AutoTokenizer token-ID breakage, which is the clearest duplicate subgroup here.", + "summary": "This set is mostly heterogeneous issue reports with no clear PR cluster. The only strong duplicate-like pair is the v5 AutoTokenizer wrong-token-ID regression affecting Granite and other models.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45920 is the best representative issue: it states the broad v5 AutoTokenizer regression across multiple model families, which cleanly subsumes the narrower Granite-only report in issue:45812.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best issue anchor because it describes a concrete, multi-model v5 regression and has the clearest scope for consolidation.", + "best_issue_reason": "issue:45920 is the most suitable global issue to keep because it is broad, concrete, and clearly captures the shared tokenizer regression seen in the only accepted soft match.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different failures and model families: corrupted Ovis2 checkpoint vs missing Sam3 text-encoder weights." + "reason": "Different model-loading failures: a corrupted Ovis2 checkpoint versus missing Sam3 text encoder weights." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Unrelated problems: PaddleOCR-VL loading in vLLM vs USE_DISTRIBUTED=0 support breakage." + "reason": "Unrelated failures: PaddleOCR-VL loading in vLLM versus a USE_DISTRIBUTED=0 build/runtime break." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same underlying ZeRO-3 load/init bug: both report an index-out-of-bounds failure during DeepSpeed zero3 model loading." + "accept": false, + "reason": "Both mention ZeRO-3, but one is Gemma3-specific loading and the other is a BertModel init failure; not the same bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Both are model-specific runtime regressions, but the config-attribute error and cuda assert point to different code paths." + "reason": "Different subsystems and symptoms: Gemma3TextConfig sliding_window attribute error versus Qwen3 auto device mapping cuda assert." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different docs and different stale behaviors." + "reason": "Both are docs issues, but they concern different docs and different changes." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Distinct incompatibilities: missing Float8 storage vs distributed build/support regression." + "reason": "Different runtime incompatibilities: Float8 storage lookup versus distributed build support." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and symptoms: AMD GPU inference failure vs table QA crash." + "reason": "Completely different domains: AMD GPU execution versus table-question-answering crash." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross_entropy dispatch issue is unrelated to Qwen3.5 video StopIteration." + "reason": "Liger Kernel cross_entropy routing and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve multimodal/device handling, but they are different models and different mismatch bugs." + "reason": "Both are model-specific forward/input issues, but the model families and failure modes differ." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization regression vs outdated RAG examples; not the same bug." + "reason": "DeepSeek detokenization regression and RAG docs problems are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to Gemma4 device-mapping mismatch." + "reason": "Different model paths: Voxtral processor failure versus Gemma4 device placement mismatch." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted checkpoint report vs ModelOpt/NVFP4 compatibility issue." + "reason": "Corrupted Ovis2 checkpoint is unrelated to DiffusionGemma NVFP4 compatibility." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model loading failure vs documentation update; no shared underlying bug." + "reason": "NemotronH checkpoint loading and RAG documentation are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regressions." + "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are separate regressions." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer v5 regression: both report wrong token IDs across models, with 45920 as the broader umbrella." + "reason": "Same underlying v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader report and 45812 is a narrower Granite-specific instance." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:43872", + "right": "issue:46304", "accept": false, - "reason": "Corrupted checkpoint vs inability to load NemotronH checkpoints; related in theme only." + "reason": "bitsandbytes Int8Params incompatibility is unrelated to distributed build support." }, { - "left": "issue:43872", - "right": "issue:46304", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "bitsandbytes constructor incompatibility is separate from the distributed-build regression." + "reason": "Corrupted checkpoint versus checkpoint loading implementation failure are different causes." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 runtime error is unrelated to RAG documentation drift." + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to RAG example docs." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but they are different model/config issues and not clearly the same bug." + "reason": "Both mention sliding_window, but they involve different models and different error contexts." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3-related IndexErrors, but the exact failures and model contexts differ enough to keep them separate." + "reason": "Both are index errors under ZeRO-3, but one is a mask/tensor shape mismatch and the other is an init-time zero-size tensor issue." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper load/run failure is unrelated to the table-question-answering crash." + "reason": "Whisper loading failure and table QA task crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test load failure for GLM-4.7-Flash is not the same as a corrupted Ovis2 checkpoint." + "reason": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are different issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility and pydantic PretrainedConfig regression are different compatibility problems." + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are different failures." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different bugs: detokenization regression vs table QA crash." + "reason": "Tokenizer detokenization regression and table QA crashes are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 load error vs torch/transformers version incompatibility; no common underlying defect." + "reason": "ZeRO-3 Bert init error and torch/transformers version incompatibility are not the same bug." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure is unrelated to the pydantic config breakage." + "reason": "Whisper loading failure and pydantic config breakage are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Same model family, but different interfaces and failure modes; not enough evidence they are one bug." + "reason": "Both involve Qwen3.5 chat use, but the reported crashes and code paths are different enough to keep separate." }, { "left": "issue:44589", "right": "issue:45685", "accept": false, - "reason": "Float8 storage lookup error is unrelated to the MPS histogram int limitation." + "reason": "Float8 storage lookup and MPS histogram-on-Int failure are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and MPS histogram int error are different code paths." + "reason": "Torch dynamo grouped_mm tracing failure and MPS histogram support are different code paths." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window config error are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Torch dynamo/grouped_mm tracing error is different from the autocast dtype mismatch." + "reason": "Different model/runtime problems: grouped_mm tracing versus autocast dtype mismatch." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and non-template-node compile error are unrelated." + "reason": "Voxtral processor failure and template-node compilation error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head weight bug is unrelated to the corrupted checkpoint report." + "reason": "Mistral3 weight-tying bug and Ovis2 checkpoint corruption are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are model-loading IndexErrors, but the symptoms and triggers are different enough to avoid merging." + "reason": "Both are errors, but one is a mask shape mismatch and the other is a Gemma3 ZeRO-3 loading issue." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback blocking and remote-code config_class errors are separate regressions." + "reason": "Flash-attn fallback logic and remote-code config_class handling are different problems." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx and pydantic PretrainedConfig breakage are different compatibility issues." + "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig breakage are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility is not the same as Gemma4 device mismatch." + "reason": "Torch version incompatibility and Gemma4 device mismatch are separate issues." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated feature/compatibility requests." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical anchor choice for issue:45920 is well supported, and the two accepted duplicate pairs are plausible from the titles and shared error patterns. The other verdicts are appropriately cautious." + "feedback": "The summary is well-grounded in the packet, and the only accepted soft pair (issue:45812 / issue:45920) is supported by the titles as the same broad v5 AutoTokenizer regression. The other verdicts are generally conservative, with no clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -1007,20 +1001,20 @@ "issue:43975|issue:44292", "issue:44292|issue:45507" ], - "prepared_review_unit_hash": "c95ab095f0236b7320daf17cf069f29afee34ebf10a46ecdf2fe08d115c104c7", + "prepared_review_unit_hash": "3ad5c355bce967cc8ec52d20614de340075ad009fbdd7859c574c91bf7b32f8a", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37144, + "serialized_chars": 37142, "estimated_input_tokens": 9286, "estimated_eval_tokens": 18828 }, @@ -1029,210 +1023,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a noisy, heterogeneous cluster. Only a few duplicate subgroups look real: remote-code/custom-module loading, Qwen video-input token mismatch, and input-validation error messaging; the rest are distinct bugs or regressions.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 45698 is the best representative of the strongest duplicate subgroup: it describes the broad remote-code/custom-module loading bug, while 45632 reads like a narrower leaf-directory collision variant.", + "summary": "The cluster is mostly heterogeneous, with a few small duplicate-like subgroups: Qwen3.5 video-input regression, SigLIP2 bad-output regression, custom-module cache/path collision, and input-validation error messaging. Most other pairs are unrelated model-specific failures and should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole cluster; it spans several unrelated bug families rather than one duplicate thread.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the most broadly useful issue here because it captures a concrete, user-facing loading bug with active discussion and likely subsumes the narrower cache-path variant.", + "best_issue_reason": "If forced to pick a broad umbrella, issue 45020 is the closest high-level regression report, but it is still too generic to serve as a true canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different failures: int4 quantization OOM vs tied-weights handling on translation models." + "reason": "Different problems: int4 quantization OOM vs tied-weights handling on translation models." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention shape/index errors, but one is a generic mask mismatch and the other is Qwen3.5 + TRL embedding unpacking; not the same bug." + "reason": "Different code paths: generic mask-shape IndexError vs Qwen3.5 unpacking with TRL SFT trainer." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped-mm torch-dynamo tracing failure is unrelated to GPT-OSS tensor-parallel-only behavior." + "reason": "Different models and failures: Mixtral grouped_mm tracing error vs GPT-OSS tensor-parallel issue." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming chat/completions failure are different code paths." + "reason": "Different surfaces and root causes: autocast dtype mismatch on Phi MoE vs Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support is unrelated to Qwen3.5 streaming inference." + "reason": "GGUF gpt-oss support request is unrelated to Qwen3.5 streaming inference." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights argument handling and PretrainedConfig/pydantic field breakage are separate API issues." + "reason": "One is an init_empty_weights argument error; the other is a Pydantic/config-field regression." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic config regression." + "reason": "Qwen3-MoE sliding-window bug is unrelated to PretrainedConfig/Pydantic breakage." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Torch-dynamo grouped_mm tracing and missing Float8 storage are different failures." + "reason": "Different failures: tracing/grouped_mm vs missing Float8 storage object." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different model families and different mismatches: Mistral-3 image preprocessor dtype vs Qwen3.5 video token counting." + "reason": "Both are multimodal, but image-preprocessor dtype mismatch and video token/feature mismatch are different bugs." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code regression and torch/transformers version incompatibility are not the same underlying bug." + "reason": "Broad version-compatibility complaints, but different layers: remote_code breakage vs torch/transformers incompatibility." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is ZeRO-3 zero-sized tensor indexing." + "reason": "Different failures: mask/tensor shape mismatch vs DeepSpeed ZeRO-3 empty-tensor index error." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both describe the same Qwen video-input regression: video features/tokens do not line up during template/inference processing." + "reason": "Same underlying Qwen3.5 video-input regression; 46294 looks like a specific manifestation of the broader v5.3.0 video/template bug." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Both mention SigLIP2, but one is a comparative embedding-quality complaint and the other is a broken AutoModel/pipeline behavior; too broad to treat as one bug." + "accept": true, + "reason": "Same SigLIP2 regression family: both report broken/nonsensical outputs for the same base model variant." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Unwrapping text_config in from_config and uninitialized inv_freq after to_empty are different multimodal initialization bugs." + "reason": "Different bugs: composite config unwrap issue vs uninitialized rotary-embedding memory after meta to_empty materialization." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issues are unrelated to remote-code model_class/config_class loading failures." + "reason": "Unrelated: FlashAttention 2 issue vs remote-code model_class/config_class AttributeError." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image preprocessor dtype mismatch and TRL input-embedding unpacking are distinct failures." + "reason": "Different model families and failures: Mistral-3 multimodal dtype mismatch vs Qwen3.5 input-embedding unpacking in TRL." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape error is unrelated to Qwen3.5 input-embedding/TRL issues." + "reason": "FSDP 2-D weight requirement is unrelated to Qwen3.5/TRL embedding unpacking." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "GPT-OSS perplexity regression and GLM5 are unrelated." + "reason": "Different models and symptoms: high perplexity on GPT-OSS vs GLM5 issue." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are separate problems." + "reason": "Notebook/custom-model initialization breakage is unrelated to FlashAttention fallback gating." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Same remote-code/custom-module loading bug; 45632 is a specific cache-path/leaf-directory collision manifestation of the broader wrong-module-loading issue." + "reason": "Both point to custom-module loading/cache path collisions causing the wrong remote-code module to be loaded." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both involve tied weights, but they affect different model classes and code paths." + "reason": "Specific lm_head tying bug in Mistral3 is not the same as the broader translation-model tied-weights issue." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FineGrainedFP8 failure is unrelated to flash-attn fallback checks." + "reason": "FP8 config failure on Qwen3-MoE is unrelated to FlashAttention fallback checks." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache group-type crash is unrelated to tied-weights regressions." + "reason": "PagedAttentionCache group-type crash is unrelated to tied-weights behavior." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior is unrelated to tied-weights handling." + "reason": "Quantization offloading behavior is a different issue from tied weights." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer/ReLU discussion and a docs typo are not the same issue." + "reason": "DSA indexer/ReLU discussion is unrelated to the removed transformers run command docs issue." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights bugs." + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights regressions." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategies typo and removed-run-command docs are separate documentation issues." + "reason": "Typo in cache strategies is unrelated to stale v5 docs mentioning the removed run command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking and GraniteMoE invalid-method calls do not share a concrete code path." + "reason": "Different models and paths: Qwen3.5 input embedding unpacking vs GraniteMoEHybrid invalid method call." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "Both are input/decoder-input validation bugs with misleading XOR-style error behavior; 46463 is a T5-family instance of the same validation path." + "reason": "Same validation-message bug family; 46463 appears to be the T5-specific instance of the broader XOR validation issue." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different symptoms." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenization edge cases." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek-Coder detokenization and init_empty_weights argument errors are unrelated." + "reason": "DeepSeek-Coder detokenization regression is unrelated to Qwen-3 NVFP4 execution failure." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "init_empty_weights TypeError and GraniteMoE invalid-method behavior are different bugs." + "reason": "Different model families and root causes: NVFP4 runtime failure vs GraniteMoEHybrid invalid method." } ] }, "evaluator_result": { "accept": true, - "feedback": "The judgments are grounded in the packet and stay conservative. The three accepted soft pairs have clear title-level overlap (44479/46294, 45632/45698, 45183/46463), and the rejected pairs are mostly well-justified by different model families, failure modes, or code paths. The summary is appropriately cautious and does not overclaim broad duplication beyond the supported subgroups." + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The accepted pairs are plausibly the same bug family, and the rejected pairs are appropriately cautious rather than overreaching. No canonical target is forced beyond the evidence." }, "evaluator_used": true, "retried": false, @@ -1338,241 +1332,247 @@ "issue:42491|issue:44368", "issue:45020|issue:45356" ], - "prepared_review_unit_hash": "6c3758b323de5f5b941ffbdf03d9e1b0b324c38e4b209748f002b9fbbdddca6f", + "prepared_review_unit_hash": "2dcd6e6a049060b2b21eb03adb4c8a11a80699f21097aef020fbd3db8c7b74bb", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38204, - "estimated_input_tokens": 9551, - "estimated_eval_tokens": 19358 + "serialized_chars": 38206, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports that were grouped by weak textual similarity. The only clear duplicate subcluster is the Transformers 5.x regression where `from_pretrained()` corrupts non-persistent buffers; everything else looks like separate bugs or model-specific failures.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43950 is the strongest canonical choice: it is the most precise statement of the non-persistent-buffer corruption regression and it has direct near-duplicates (#43644 and #44534).", + "summary": "The cluster is dominated by one clear duplicate family around v5 non-persistent-buffer corruption, centered on issue:43950. Most other pairs are only broad-theme related; in particular issue:43643 vs issue:45020 should be treated as related-not-duplicate, not merged as the same bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43950 is the strongest duplicate hub: it states the core non-persistent-buffer corruption regression directly and has the clearest re-report trail from nearby variants.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the best representative of the cluster because it captures a concrete, reproducible Transformers 5.x bug with clear duplicate reports, whereas the rest of the items are mostly unrelated model- or subsystem-specific issues.", + "best_issue_reason": "issue:43950 is the best representative issue because it captures the underlying regression cleanly rather than a downstream symptom, and it anchors the tight duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying bug: both report `from_pretrained()` corrupting or filling non-persistent buffers with junk in Transformers 5.x." + "reason": "Same v5 non-persistent-buffer corruption/junk-buffer regression." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs/example errors and a SigLIP2 embedding-quality complaint are related only by model family, not the same concrete bug." + "reason": "Both are SigLIP2-related, but one is a docs/example failure and the other is a model quality complaint." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Exact duplicate regression report: both describe non-persistent buffers being filled/corrupted during `from_pretrained()` in v5." + "reason": "Both describe the same non-persistent-buffer corruption during loading in Transformers 5.x." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "`compute_loss()` signature mismatch for custom trainers and a Gemma3 DeepSpeed ZeRO-3 load failure are different code paths." + "reason": "CustomTrainer signature breakage and Gemma3 ZeRO-3 loading failure are different code paths." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "These are different bitsandbytes/storage incompatibilities (`Int8Params` arg mismatch vs missing Float8 storage lookup)." + "reason": "bitsandbytes init-kwarg incompatibility and Float8 storage lookup failure are distinct issues." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 flash-attention crashes from 3D `position_ids` are separate issues." + "reason": "Both are Qwen3.5/dtype-adjacent, but one is autocast mismatch and the other is a flash-attn crash from 3D position_ids." }, { "left": "issue:45920", "right": "issue:46489", - "accept": false, - "reason": "Broad tokenizer-ID regressions across many models and a DeepSeek-Coder v1-specific tokenization bug are not the same change." + "accept": true, + "reason": "46489 looks like a specific DeepSeek-Coder tokenizer regression within the broader wrong-token-IDs family reported in 45920." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "A SigLIP2 embedding-quality regression and a general tokenization-version change are different symptoms and likely different root causes." + "reason": "Embedding quality drift and tokenizer-version behavior change are not the same bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2 quality problems, but zero probabilities vs worse text embeddings is too indirect to treat as the same bug." + "reason": "Unexpected zero probabilities and worse text embeddings are different symptoms with no clear shared root cause." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Non-persistent-buffer corruption and Qwen3_5Moe rotary embedding uninitialized-memory reads are distinct code paths." + "accept": true, + "reason": "Same non-persistent-buffer materialization/corruption problem, just reported with different models." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "A bad AutoTokenizer error message for Voxtral is unrelated to Molmo missing `all_tied_weights_keys`." + "reason": "Bad AutoTokenizer error for Voxtral and missing all_tied_weights_keys on Molmo are unrelated." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Qwen3.5 flash-attention illegal-memory access and CPU-offload incompatibility in rotary embedding are different failures." + "reason": "Both involve Qwen3.5 rotary/attention code, but the concrete failure modes differ." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 output-quality complaint versus HF-vs-JAX implementation discrepancy are related only at a high level." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing ineffectiveness with LoRA and int4 quantization OOM are not the same underlying bug." + "reason": "Gradient-checkpointing ineffectiveness and int4 reserved-memory growth are different memory problems." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 `shared_kv_states` rebuilding and Qwen3_5Moe `inv_freq` initialization are unrelated implementation bugs." + "reason": "Gemma4 FSDP2 shared_kv_states rebuild bug is separate from the Qwen3_5Moe uninitialized buffer issue." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Tokenizer-loading error messaging and a GLM-4V load failure are unrelated." + "reason": "Different model-loading failures with different root causes." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and a specific model-load failure for ScandiBERT are not the same bug." - }, - { - "left": "issue:44403", - "right": "issue:44488", - "accept": false, - "reason": "Generic loading noise and a different model-load failure for cjvt/sleng-bert are not duplicates." + "reason": "Generic load-noise complaint and inability to load a specific model are not the same bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "DeepSeek-Coder detokenization regression and a Python 3.13 flash_attn import error are unrelated." + "reason": "DeepSeek-Coder detokenization regression and Python 3.13 flash_attn import failure are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Repeated generic-loading-vs-specific-load-failure similarity, but not the same concrete issue." + "reason": "These are separate model-loading complaints without a shared concrete code path." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training weight-dimension error and early-stopping metric handling are completely different bugs." + "reason": "DeepSpeed weight-shape error and early-stopping metric lookup are unrelated training issues." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are both performance-related, but not the same defect." + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are both memory-related but not the same bug." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Missing fields from `AutoConfig.from_pretrained(..., trust_remote_code=True)` is narrower than the broad remote-code compatibility regression." + "reason": "They share a broad remote_code theme, but the packet only supports related loading regressions, not the same concrete defect." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8Config failure are separate model/runtime issues." + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FineGrainedFP8 failure are different model/config problems." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure for a specific model and a flash-attn fallback-blocking issue are unrelated." + "reason": "Tokenizer loading failure and flash-attn2 fallback gating are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Missing Qwen2.5 VL export and bitsandbytes `Int8Params` incompatibility are different problems." + "reason": "Qwen2.5-VL import failure and bitsandbytes Int8Params incompatibility are separate issues." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram support for Int and Gemma4 PLE device mismatch are unrelated." + "reason": "MPS histogram op-not-implemented and Gemma4 device mismatch are different runtime/model failures." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL `weight_only=True` loading failure and GLM5 are distinct model-loading issues." + "reason": "Qwen3VL weight_only load error and GLM5 are unrelated." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "GLM-4V loading failure and Molmo missing `all_tied_weights_keys` are unrelated." + "reason": "Both are loading failures, but on different models and different causes." }, { "left": "issue:45020", - "right": "issue:45356", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regressions and Gemma4 PLE device mismatch are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45399", "accept": false, - "reason": "A broad remote-code regression and a Kimi-K2.5 tokenizer/regex regression are not the same concrete bug." + "reason": "Mistral tokenizer regex crash and flash-attn2 fallback gating are separate tokenizer vs attention-selection problems." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "A specific `TOKENIZER_MAPPING_NAMES` edge case is not the same as the broader remote-code breakage." + "reason": "Tokenizer-mapping add-new-model-like failure and remote_code regression are different code paths." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch and Gemma4 PLE device mismatch are different failures." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device placement mismatch are unrelated." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Old-vs-new-branch LoRA compatibility and a tie-word-embeddings warning during Qwen3.5 fine-tuning are not the same issue." + "reason": "LoRA incompatibility across versions and a tie_word_embeddings warning are not the same underlying issue." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote-code breakage and a tokenizer codec regression are separate bugs." + "reason": "Broad remote_code breakage and Kimi-K2.5 tokenizer regression are different bugs despite both touching v5 loading behavior." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate subcluster is the Transformers 5.x non-persistent-buffer corruption reports around #43644/#43950/#44534, and the other pairwise rejections do not overclaim sameness." + "accept": false, + "feedback": "Mostly grounded, but one soft-edge acceptance is too strong for the packet: issue:43643 vs issue:45020 share a broad `remote_code` theme, yet the packet only supports them as related loading regressions, not clearly the same concrete bug. I\u2019d keep that pair as related-not-duplicate. The non-persistent-buffer cluster summaries look well supported." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1644,8 +1644,8 @@ "issue:43827|issue:44509", "issue:45488|issue:46489", "issue:45759|issue:46661", - "issue:43404|issue:43950", "issue:43872|issue:44291", + "issue:43404|issue:43950", "issue:42915|issue:43872", "issue:45020|issue:46661", "issue:43792|issue:44220", @@ -1669,211 +1669,211 @@ "issue:43638|issue:46515", "issue:45663|issue:45823" ], - "prepared_review_unit_hash": "d4e5a84aad145baa7029a809aa267d8e8589c3ad981125e3c7e57bd48e24b71a", + "prepared_review_unit_hash": "ca5a4ced789ca38f1cbb68176da25ab3740e33a55301f9a73099c8372bb12df5", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36632, - "estimated_input_tokens": 9158, - "estimated_eval_tokens": 18572 + "serialized_chars": 36634, + "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 still mostly heterogeneous. Only two soft pairs are well supported as duplicates: the v5 docs-removal pair (43827\u219444509) and the `_is_hf_initialized` / `init_empty_weights` loading regression pair (43872\u219444291). The Whisper/fbank and Qwen video pairs are too weakly grounded to accept.", - "confidence": 0.56, - "canonical_issue_reason": "44509 is the clearest canonical representative for the docs-removal duplicate pair with 43827, but it only covers one subcluster in an otherwise mixed set of issues.", + "summary": "This cluster is mostly heterogeneous: many unrelated Transformers bugs around loading, tokenizers, DeepSpeed, and model-specific regressions. The only clear duplicates are the docs pipeline-removal pair, the mask-shape IndexError pair, and the bitsandbytes/init_empty_weights _is_hf_initialized pair.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s dominant theme: recent v5 regressions that break model loading, especially for remote-code models. It\u2019s more central than the highly specific model- or error-message-only reports.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue cleanly represents the whole cluster; 44509 is the strongest issue anchor for one accepted duplicate pair, while 44291 is a separate strong subcluster.", + "best_issue_reason": "45020 is the best single issue to anchor this cluster because it captures the widest shared failure mode across several nearby loading/regression reports, even though most items are not true duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Same broad tokenizer-performance theme, but the concrete APIs and code paths differ (`convert_ids_to_tokens` vs `convert_tokens_to_ids`)." + "reason": "Both are tokenizer performance regressions, but they hit different APIs and different slow-paths (skip_special_tokens iteration vs many added tokens)." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both report stale v5 docs still listing removed pipeline tasks such as summarization/translation." + "reason": "Same docs regression: v5 removed pipeline tasks but the documentation still references summarization/translation pipeline usage." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both involve tokenizer behavior, but they describe different failures and different model families; not enough evidence for one underlying bug." + "reason": "Both concern DeepSeek tokenization, but they describe different model families and different failure modes; not the same concrete bug." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Different loading failures: `from_config` not unwrapping `text_config` versus remote-code models missing `config_class`." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "Unrelated bugs: tied `lm_head` weights versus silent corruption of non-persistent buffers during `from_pretrained()`." + "reason": "Both are model-loading/config issues, but one is composite Qwen multimodal config handling and the other is remote-code model_class/config_class handling." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying loading regression around `_is_hf_initialized` / `init_empty_weights`; the bitandbytes error fits the same defect family." + "reason": "Same root cause: unexpected _is_hf_initialized handling in model init/bitsandbytes paths under transformers 5.x / init_empty_weights." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is an untied lm_head weight in a specific model class; the other is silent corruption of non-persistent buffers in from_pretrained." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different model/load problems: Qwen3Moe with FineGrainedFP8Config versus the `_is_hf_initialized` incompatibility." + "reason": "Different failure classes: FineGrainedFP8Config on Qwen3Moe vs bitsandbytes/_is_hf_initialized constructor incompatibility." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both touch remote-code loading, but one is a broad compatibility complaint and the other is a specific `config_class` attribute error." + "reason": "Related broadly to remote-code loading, but not the same bug or code path." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "The packet only supports a loose thematic connection; it does not ground these as the same concrete Whisper/audio bug." + "reason": "Both involve Whisper/audio, but the titles point to different layers: a model failing to run vs a specific feature-extraction helper issue." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both mention DeepSpeed, but they concern different symptoms and different code paths (weight loading vs gradient averaging)." + "reason": "Both involve DeepSpeed and Qwen3-family training/loading, but one is weight conversion/loading and the other is gradient averaging with GAS." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-loading failures for different models; the titles do not indicate the same defect." + "reason": "Both are tokenizer-loading problems, but they concern different models and different symptoms." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Related to checkpointing in a broad sense, but one is LoRA checkpointing ineffectiveness and the other is a missing capability flag." + "reason": "Both mention gradient checkpointing, but one is a PEFT/LoRA behavior bug and the other is a missing model capability flag on a remote-code variant." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different trainer/runtime failures: unexpected `compute_loss` kwarg versus a mask/tensor shape mismatch." + "reason": "Completely different errors: Trainer compute_loss signature mismatch vs tensor mask shape mismatch." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 load issues, but they target different Qwen model families and different missing-weight symptoms." + "reason": "Both are ZeRO-3 weight-loading issues, but the affected model families and missing parameters differ enough that they are not clearly the same bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different loading bugs for different architectures; no shared concrete code path is evident." + "reason": "Both are model loading failures, but for unrelated architectures and no shared concrete code path." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Only loosely related by Qwen video/VL theme; the packet does not show a shared underlying bug strongly enough to merge." + "reason": "Both are Qwen video regressions in v5.3.0, but one is a broad input regression and the other is a StopIteration in a specific embedding variant." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different failures: RLHF NaNs from 3D position IDs / SDPA fallback versus an `s_aux=None` flash-attention crash." + "reason": "Different attention-related failures: gradient explosion from position_ids/SDPA fallback vs flash_attention crash on s_aux=None." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are bad model-loading experiences, but for different models and failure modes." + "reason": "Different tokenizer-loading reports for different models; only the theme overlaps." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Both are index/mask shape errors, but the contexts and reported dimensions are not enough to treat them as the same bug." + "accept": true, + "reason": "These are the same mask/tensor shape mismatch IndexError, just with different concrete shapes reported." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely unrelated: DeepSpeed training weight-shape error versus image processor segmentation-map handling." + "reason": "Unrelated: DeepSpeed training weight shape error vs segmentation-map preprocessing bug." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different subsystems and failures: PagedAttentionCache linear_attention crash versus NemotronH checkpoint loading." + "reason": "Different bugs in different models: PagedAttentionCache/group type failure vs checkpoint loading failure." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different loading bugs for different model families; no shared concrete code path is evident." + "reason": "Both are loading problems, but one is NemotronH checkpoint loading and the other is Sam3 text encoder weight loading." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated issues: GGUF architecture support versus an autocast dtype mismatch on a Phi MoE model." + "reason": "Unrelated: GGUF gpt-oss support vs autocast dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Different causes and contexts: ZeRO-3/BertModel initialization index error versus a torch-version incompatibility report." + "reason": "No common bug: ZeRO-3/BertModel index error vs torch 2.4.1 incompatibility." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen-related features: GGUF architecture support versus a `sliding_window` behavior issue." + "reason": "Different model-support issues: gpt-oss GGUF vs Qwen3-MoE sliding_window behavior." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve rotary/position logic, but one is Qwen2.5-VL video rope scaling and the other is uninitialized memory after `to_empty()`." + "reason": "Both are position/rotary-embedding issues, but they affect different model families and distinct code paths." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different causes and contexts: ZeRO-3 training with a non-pretrained Bert model versus a torch incompatibility report." + "reason": "Different root causes and symptoms: ZeRO-3/Bert init index error vs torch version incompatibility." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both touch Gemma4, but one is an FSDP2 attention KeyError and the other is a device mismatch during forward." + "reason": "Both are Gemma4 bugs, but one is an FSDP2 shared_kv_states KeyError and the other is a device placement mismatch." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is directionally reasonable, but a couple of soft-edge accepts are too strong for the evidence in the packet. In particular, `issue:43792`\u2194`issue:44220` and `issue:44479`\u2194`issue:44560` are only loosely related by theme/title; the packet does not ground them strongly enough to call them true duplicates. The docs-removal pair and the `_is_hf_initialized`/`init_empty_weights` pair look well supported, but the overall output still overstates confidence on the video/audio pairs, so I can\u2019t accept it." + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative about heterogeneity. The three accepted soft edges are well supported by the issue titles and descriptions: the docs pipeline-removal pair, the mask-shape IndexError pair, and the bitsandbytes/init_empty_weights _is_hf_initialized pair. The rejected links are generally framed cautiously as related themes rather than duplicates, which fits the evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1975,235 +1975,241 @@ "issue:44960|issue:44977", "issue:46459|issue:46512" ], - "prepared_review_unit_hash": "e1af9e13b9f23e78abdf8fd8a57c3299de558ed536b5d494f7be82cf5b5e33e3", + "prepared_review_unit_hash": "bcb268c67da88bf3e3e8f6d2778ed1775fa2ea56f07fafde88e0c9f0bcf44519", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37479, - "estimated_input_tokens": 9370, - "estimated_eval_tokens": 18996 + "serialized_chars": 37470, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous reports with a few real duplicate groups. The clearest duplicates are the Transformers v5 non-persistent-buffer corruption bug, the custom-model initialization break, the SigLIP2 bad-output regression, and the BERT model-loading failures; most other pairs are distinct issues in different models/code paths.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 43950 is the clearest root-cause framing of the Transformers v5 non-persistent-buffer corruption regression, which subsumes the shorter symptom reports around the same bug.", + "summary": "Mostly unrelated issue reports with a few strong duplicate clusters around the non-persistent-buffer v5 regression, SigLIP2 output issues, custom-model initialization, and config-validation load failures. I downgraded the BERT pair 44451/44488 to a likely-related symptom rather than a confirmed duplicate, since the titles alone don\u2019t establish the same underlying regression.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43644 is the clearest and earliest statement of the non-persistent-buffer corruption regression, and issue:44534 is the same bug described later with slightly different wording.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the most complete and general description of the main duplicate-worthy regression in this cluster, so it is the strongest representative issue overall.", + "best_issue_reason": "issue:43644 best anchors the cluster because it states the core regression directly and also has the broadest wording among the duplicate candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Different problems: GGUF/gpt-oss architecture support request vs a Float8 storage lookup TypeError during loading." + "reason": "Different bug families: GGUF gpt-oss support vs a Float8 storage lookup failure." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal bugs and code paths; one is image preprocessor/model dtype mismatch, the other is Qwen3-VL video embedding StopIteration." + "reason": "Different model/path: image preprocessor dtype mismatch vs Qwen3-VL video StopIteration." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Both are audio-related but they describe different failures in different models and stages (batched leakage vs empty transcription handling)." + "reason": "Different audio/embedding leak vs Whisper empty-transcription handling." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import error for a missing class vs meta-device loading breakage; not the same underlying bug." + "reason": "Import/export failure for a missing class vs meta-device model loading issues." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent-buffer corruption is unrelated to Kosmos2.5 long-ocr index errors." + "reason": "Different regressions: non-persistent buffer corruption vs long-OCR index error." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading are separate regressions." + "reason": "Qwen3Moe FP8 failure and meta-device loading are distinct code paths." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different model families and failures; video embedding StopIteration is unrelated to the MPS histogram Int support error." + "reason": "Different subsystems: video inference StopIteration vs MPS histogram on Int." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers v5 custom-model initialization regression; one is the general report and the other is the notebook-specific manifestation." + "reason": "Same custom-model initialization regression; the notebook report is a narrower manifestation of the broader issue." }, { "left": "issue:44560", - "right": "issue:44918", + "right": "issue:44805", "accept": false, - "reason": "Different Qwen3.5/VL issues with distinct failure modes and call paths." + "reason": "Unrelated failures: video StopIteration vs mask/tensor shape mismatch." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both involve attention/compile paths, but they are different models and different concrete failures." + "reason": "Different attention/compile bugs affecting different models and failure modes." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "These are different version-specific incompatibilities on different torch versions and do not look like one bug." + "reason": "Both mention torch versions, but they are different compatibility problems on different releases." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated: 3d_parallel.py execution failure vs GGUF gpt-oss support request." + "reason": "Different features: 3d_parallel script failure vs gpt-oss GGUF support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure is unrelated to the Qwen3Moe FP8 issue." + "reason": "Missing GenerationMixin import is unrelated to Qwen3Moe FP8 failures." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and are not clearly the same code-path bug." + "reason": "Both are tokenizer regressions, but the affected model families and likely fixes differ." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device mismatch under auto device mapping is unrelated to the torch 2.4.1 incompatibility report." + "reason": "Gemma4 device mismatch is unrelated to a general torch 2.4.1 incompatibility report." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptom and model context; video StopIteration is not the same as the mask shape IndexError." + "reason": "Different concrete bugs: video StopIteration vs tensor/mask index mismatch." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping lookup failure is unrelated to Gemma4 forward device mismatch." + "reason": "add-new-model-like filtering and Gemma4 device placement are unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 base model regression showing bad/zero outputs across inference entry points; these look like the same underlying issue." + "reason": "Same SigLIP2 regression on google/siglip2-base-patch16-224; both describe incorrect outputs from the same model." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "The `_is_hf_initialized` regression is unrelated to Kosmos2.5 OCR index errors." + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 long-input indexing." }, { "left": "issue:44877", "right": "issue:45030", - "accept": false, - "reason": "Both mention config validation, but they are model-specific loading failures and not clearly the same bug." + "accept": true, + "reason": "Both report stricter config validation blocking otherwise valid model configs, so they fit one fixable load-failure class." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different deepspeed/Bert zero3 initialization failure vs tokenizer-mapping-name edge case." + "reason": "Zero3/Bert initialization failure is unrelated to TOKENIZER_MAPPING_NAMES handling." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Same as above: distinct zero3/Bert loading bug, not the tokenizer mapping bug." + "reason": "Same as above: a zero-sized tensor error under deepspeed is not the tokenizer-mapping bug." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "device_map/offload loading failure is unrelated to Strix Halo mmap OOM avoidance." + "reason": "Device-map/offload loading failure and mmap OOM on Strix Halo are different problems." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping logic and mask-shape mismatch are separate bugs." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different model stacks and different failure mechanisms (qwen3_moe LoRA reuse vs BitNet packed-weight loading)." + "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight unpacking are unrelated." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact duplicate symptom reports of the Transformers v5 non-persistent-buffer junk regression." + "reason": "Exact same non-persistent-buffer junk regression in Transformers v5, just reworded." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Related SigLIP2 area, but one is an output regression and the other is a docs/example mismatch plus quantization failure." + "reason": "Same model family, but one is an actual inference regression while the other is a documentation/example problem." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3-family failures with different runtime conditions and error modes." + "reason": "Different Qwen3 issues: device-mapping cuda assert vs FineGrainedFP8Config failure." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated failures: Qwen3Moe FP8 vs mmap/OOM on Strix Halo." + "reason": "Qwen3Moe FP8 failure is unrelated to Strix Halo mmap/OOM behavior." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA reuse on qwen3_moe is unrelated to Gemma4 embedding resize behavior." + "reason": "Different model families and different failures: LoRA reuse vs resize_token_embeddings not propagating." }, { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Both report the current/latest version failing to load specific BERT models, which strongly suggests the same loading regression." + "accept": false, + "reason": "These are similar BERT load failures, but the titles alone don\u2019t show the same underlying loading regression, so this is only a likely-related symptom pair." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and different attention/generation failures." + "reason": "GLM5 and Qwen3.5 flash-attention failures are different model/code-path issues." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is composite-checkpoint loading and the other is from_config metadata stale state; not the same bug." + "reason": "Silent dtype handling for composite checkpoints is distinct from stale config.dtype after from_config()." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative on the borderline pairs. The accepted duplicates are well supported by the issue titles and descriptions, and the rejected pairs are generally distinguished by model, failure mode, or code path without overstating similarity." + "accept": false, + "feedback": "Most of the summary is grounded in the packet, but it overstates at least one soft-edge accept: issue:44451 vs issue:44488 are clearly similar BERT load failures, but the titles alone do not justify claiming the same underlying loading regression. I\u2019d downgrade that to a cautious \u2018likely related / similar symptom\u2019 rather than a true duplicate. The rest of the accepted pairs look more defensible." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2272,15 +2278,15 @@ "soft_pairs": [ "issue:45507|issue:46468", "issue:45313|issue:45357", - "issue:44488|issue:44991", "issue:43644|issue:43645", + "issue:44488|issue:44991", "issue:43856|issue:43873", "issue:43856|issue:44387", "issue:39692|issue:43994", "issue:42491|issue:45292", "issue:43257|issue:43854", - "issue:43854|issue:43931", "issue:43708|issue:44075", + "issue:43854|issue:43931", "issue:42491|issue:43931", "issue:44960|issue:46050", "issue:44164|issue:44291", @@ -2294,230 +2300,230 @@ "issue:39692|issue:44960", "issue:41720|issue:44155", "issue:42947|issue:45704", - "issue:43404|issue:43454", "issue:45663|issue:45759", + "issue:43404|issue:43454", "issue:44291|issue:44756", "issue:36010|issue:39404", - "issue:45663|issue:45859", - "issue:44387|issue:44756" + "issue:44387|issue:44756", + "issue:45663|issue:45859" ], - "prepared_review_unit_hash": "60ed91f341ec6477f2528d2896b91a8f76185b094bb3b0ddc9a389d9faf42e1a", + "prepared_review_unit_hash": "0f45d23bbf0338efeca2d4a3c2522a5a4cd9873f380507a419698cedf35503ec", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36210, - "estimated_input_tokens": 9053, - "estimated_eval_tokens": 18362 + "serialized_chars": 36207, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "There is one clear duplicate-like cluster around `resize_token_embeddings`: 45292 is the broad report, while 45276 and 45335 are model-specific manifestations. The remaining soft pairs still look like distinct issues or unrelated regressions.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45292 is the broadest `resize_token_embeddings` report because it describes the generic `output_embeddings` failure without narrowing to a specific architecture; 45276 and 45335 look like model-specific manifestations of that same underlying bug.", + "summary": "This set is mostly a loose collection of unrelated Transformers bugs; only two soft pairs look like true duplicates or near-duplicates with the same underlying code-path bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43404 is the strongest representative of the cluster\u2019s clearest duplicate pair: a concrete missing lm_head weight-tying bug with an explicit affected API and a model-specific manifestation.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best representative for the cluster since it captures the shared embedding-resize regression in the least model-specific way.", + "best_issue_reason": "43404 is the best overall issue candidate because it is specific, actionable, and ties to a concrete generation correctness failure rather than a broad symptom-only report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different bugs: invalid method invocation in GraniteMoEHybrid vs a broken Nemotron example." + "reason": "Different model families and different failures; both are broken examples, but not the same underlying bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3.5, but one is ZeRO-3 weight loading and the other is incorrect visual encoder key saving; not the same bug." + "reason": "Both are Qwen3.5 regressions, but one is ZeRO-3 weight loading and the other is incorrect save_pretrained key handling; different code paths." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both are tokenizer-loading failures, but for different models and likely different causes/fixes." + "reason": "Unrelated Transformers 5.0 regressions: junk non-persistent buffers vs Jupyter custom-model initialization." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are unrelated regressions." + "reason": "Both are tokenizer/model loading failures on different models, but the titles point to distinct bugs rather than one shared root cause." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different problems: Qwen3 MoE training memory use vs quantization offloading behavior." + "reason": "Memory/offloading symptoms are related broadly, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory pressure, but one is MoE training and the other is int4 quantization OOM; not the same code-path bug." + "reason": "Both mention memory/OOM, but the underlying causes differ: MoE training memory use vs int4 quantization reserved-memory growth." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a docs/example mismatch with quantization failure and the other is incorrect inference results; too different to merge." + "reason": "Same model family, but the first is a docs/example mismatch and quantization failure while the second is nonsensical outputs with AutoModel/pipeline." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA compatibility across hf4.x/hf5.x is unrelated to `resize_token_embeddings` not updating output embeddings." + "reason": "Different bugs: Qwen3 MoE LoRA compatibility on hf5.x vs resize_token_embeddings not updating output embeddings." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to the GLM-4.7-Flash loading failure." + "reason": "Different model-loading issues: Qwen3 MoE weights not converted under accelerate/deepspeed vs GLM-4.7-Flash load failure." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Different models and failure modes: GLM-4.7-Flash loading vs Qwen3-VL shape mismatch." + "reason": "Trainer checkpoint-resume step calculation and SGD argument handling are unrelated." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Trainer checkpoint step math and SGD args being ignored are separate training bugs." + "reason": "Different model-specific load failures with different symptoms and code paths." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "LoRA hf5.x incompatibility and Qwen3-VL shape mismatch do not share the same underlying defect." + "reason": "Unrelated: LoRA/qwen3_moe hf4\u2192hf5 compatibility versus Qwen3-VL weight-shape mismatch." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading and sinq save/load corruption are different persistence/model-format bugs." + "reason": "Too vague to unify; GLM5 loading vs quantized model save/load corruption are not clearly the same bug." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "`extra_state` handling in save/load and `init_empty_weights` rejecting `_is_hf_initialized` are different initialization paths." + "reason": "Both involve loading/saving, but extra_state handling and init_empty_weights argument propagation are distinct failures." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is LlamaTokenizer pre-tokenizer override and the other is wrong Granite token IDs; different fixes." + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers/models and do not clearly share one code-path bug." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor `_tokenizer` AttributeError are unrelated." + "reason": "Different issues: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Both report `resize_token_embeddings` failing to propagate to the model's embedding/output weights; they look like two model-specific instances of the same underlying bug." + "reason": "Both report resize_token_embeddings not propagating to model-specific embedding/output modules; same underlying weight-resize bug." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash-Attn illegal memory access from misread 3D `position_ids` is unrelated to the `s_aux=None` AttributeError." + "reason": "Both touch flash_attention, but one is a Qwen3.5 packed-sequence position_ids crash and the other is an s_aux=None AttributeError." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch and a model-loading failure for a different tokenizer are not the same issue." + "reason": "Different tokenizer/model-loading problems; no clear shared root cause." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch-version incompatibility is separate from meta-device loading regressions." + "reason": "Torch 2.10 incompatibility is a separate issue from meta-device loading breakage." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization offloading failure and higher reserved CUDA memory under int4 quantization are related themes but not the same concrete bug." + "reason": "Both mention quantization/memory, but the concrete problems differ: offloading behavior vs CUDA reserved-memory OOM." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 docs/example issues and GLM5 loading are unrelated." + "reason": "Different models and different failure modes; not a duplicate." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert and AudioFlamingo3 batched inference leakage are different code paths." + "reason": "Qwen3 auto device mapping cudaErrorAssert and AudioFlamingo3 track leakage are unrelated." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to T5 using a leaky Apex RMSNorm." - }, - { - "left": "issue:43404", - "right": "issue:43454", - "accept": false, - "reason": "Both mention untied lm_head weights, but they are different model implementations and not clearly the same fixable bug." + "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states handling and Qwen 3.5/3.6 `text_config` unwrapping are separate multimodal bugs." + "reason": "Different model/config bugs: Gemma4 FSDP2 shared_kv_states handling vs Qwen 3.5/3.6 text_config unwrapping." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both describe missing lm_head weight tying in multimodal generation models leading to bad/garbage text output; same underlying bug class." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` argument handling and mmap OOM on Strix Halo are unrelated." + "reason": "init_empty_weights argument handling and Strix Halo mmap/OOM are unrelated." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing `GenerationMixin` and Whisper pipeline `return_language` are unrelated issues." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are different issues." }, { - "left": "issue:45663", - "right": "issue:45859", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "Gemma4 FSDP2 attention-state rebuilding and Qwen3.5 MoE CPU offload compatibility are different bugs." + "reason": "Both concern memory, but one is quantization reserved-memory growth and the other is mmap-related OOM on Strix Halo." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:45663", + "right": "issue:45859", "accept": false, - "reason": "Int4 quantization memory growth and disabling mmap for Strix Halo are different memory issues with different remedies." + "reason": "Different model families and different failures: FSDP2 attention state rebuild vs CPU-offload rotary embedding incompatibility." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The review is mostly conservative, but the canonical-selection rationale is not well grounded: issue 45292 (`resize_token_embeddings does not effect to output_embeddings`) is the broader report, while 45335 is the more specific t5gemma/decoder.embed_tokens case. So calling 45335 the \"broadest, most general\" issue overstates the evidence. The accepted duplicate-like pair itself looks reasonable, but the representative/canonical issue choice should be corrected or softened." + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative overall. The two accepted pairs are well supported by the titles/body themes: 45276\u219445335 for resize_token_embeddings propagation, and 43404\u219443454 for lm_head tying / garbage generation. The rejected pairs mostly distinguish different model families or different code paths without overclaiming duplicate status. One mild caution: the canonical-issue wording should stay a bit softer about being a \u2018duplicate pair\u2019 unless the packet explicitly shows that, but the current phrasing is still reasonable." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2548,6 +2554,7 @@ "issue:43716", "issue:43828", "issue:43854", + "issue:43906", "issue:43957", "issue:44155", "issue:44164", @@ -2586,9 +2593,9 @@ "soft_pairs": [ "issue:44292|issue:44912", "issue:43957|issue:44756", - "issue:43335|issue:45663", "issue:44155|issue:45823", "issue:42947|issue:43381", + "issue:43335|issue:45663", "issue:44863|issue:46468", "issue:45276|issue:45292", "issue:45685|issue:46468", @@ -2616,240 +2623,247 @@ "issue:43425|issue:45823", "issue:43425|issue:43716", "issue:44589|issue:45084", - "issue:44479|issue:44805" + "issue:44479|issue:44805", + "issue:43906|issue:44530" ], - "prepared_review_unit_hash": "b9c47d99122ae0500745151f637f039af209a6e593aafa5f3d47ce4b42091f0f", + "prepared_review_unit_hash": "2b12845dfcf2cc21fc9bb260407d4b879534089da837b66d82ec2a174cf65f10", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37003, - "estimated_input_tokens": 9251, - "estimated_eval_tokens": 18758 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37883, + "estimated_input_tokens": 9471, + "estimated_eval_tokens": 19198 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue set centered on Transformers regressions, but only one clear duplicate cluster emerges around `resize_token_embeddings` not updating tied embeddings across model variants. The rest of the soft pairs look like separate bugs, even when they share a subsystem or model family.", - "confidence": 0.59, - "canonical_issue_reason": "`issue:45276` is the most complete representative of the `resize_token_embeddings` regression, covering both `embed_tokens_per_layer` and `output_embeddings` rather than only one symptom.", + "summary": "This cluster is mostly heterogeneous: tokenizer regressions, checkpointing bugs, model-loading breakages, and hardware/dtype issues do not look like one duplicate set. The only clear near-duplicate subcluster is the resize_token_embeddings/output_embeddings reports around 45292.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45292 is the broadest and cleanest representative of the resize_token_embeddings/output_embeddings bug family; the Gemma4 and t5gemma reports look like narrower variants of the same underlying propagation problem.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45276` is the best issue anchor because it describes the shared duplicate bug most fully and concretely, making it the strongest representative for the resize-token-embedding subcluster.", + "best_issue_reason": "45292 is the strongest standalone issue to keep as the representative bug report because it captures the shared API-level failure without overfitting to one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and failure modes (`NVFP4` runtime error vs `MXFP4` load/fallback behavior). Same broad area, not the same bug." + "reason": "Different models and different quantization/loading symptoms; no shared code-path evidence." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "One is a `torch.device('meta')` model-loading regression; the other is an OOM workaround on Strix Halo. No shared code-path bug." - }, - { - "left": "issue:43335", - "right": "issue:45663", - "accept": false, - "reason": "Different models and failures: SwitchTransformers config sparsity creation vs Gemma-4 FSDP2 `shared_kv_states` handling." + "reason": "Meta-device loading breakage and mmap/OOM mitigation are unrelated problems." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference leakage is unrelated to Gemma4 PLE device placement during forward." + "reason": "Audio track token leakage and Gemma4 device mismatch are distinct bugs in different subsystems." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is eval-mode incompatibility; distinct bugs." + "reason": "Both mention gradient checkpointing, but one is LoRA inefficacy and the other is eval-mode incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer construction and Gemma4 shared_kv_states reuse are different model-specific defects." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Same model family, but one is checkpoint loading and the other is a broken example; not the same underlying issue." + "reason": "NemotronH checkpoint loading and a broken Nemotron example are related only by model family, not by bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same `resize_token_embeddings` regression: embeddings/output heads are not updated consistently across model variants." + "reason": "Same resize_token_embeddings propagation bug; 45276 is just a Gemma4-specific manifestation of the broader output_embeddings failure." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS histogram failure in MoE code is unrelated to the Nemotron example breakage." + "reason": "MPS histogram support and the Nemotron example issue are unrelated." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to strict config blocking `granite_speech` loading." + "reason": "Video input regression for Qwen VL models and strict granite_speech config loading are separate issues." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Custom save/load `extra_state` handling is unrelated to Strix Halo mmap OOM." + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are different code paths." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "General checkpointing/Eval-mode issue vs RLHF NaN explosion from 3D `position_ids` and SDPA fallback; different problems." + "reason": "Eval-mode checkpointing and RLHF NaN explosions from 3D position_ids are not the same bug." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash is not the same bug as Gemma-4 FSDP2 `shared_kv_states` reconstruction." + "reason": "flash_attention.py s_aux=None crash and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but one is file permission propagation and the other is incorrect module reloading." + "reason": "File permission propagation and wrong custom-module loading after save_pretrained are distinct failures." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different save/load regressions on different models and symptoms; not the same code-path." + "reason": "GLM-4.7-Flash test-loading failure and Qwen3.5 save_pretrained regression do not share a concrete bug." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to `continue_final_message` behavior in `mistral_common` tokenizers." + "reason": "BPE marker handling and continue_final_message behavior are different tokenizer problems." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE is unrelated to meta-device model loading failures." + "reason": "Autocast dtype mismatch and torch.device(\"meta\") loading issues are different failures." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same `resize_token_embeddings` bug affecting different tied embedding locations (`output_embeddings` and `decoder.embed_tokens`)." + "reason": "Both report the same resize_token_embeddings propagation bug affecting downstream embedding/output layers; model name differs, not the underlying defect." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom-model notebook initialization regression is unrelated to checkpoint-resume step \u0997\u09a3culation." + "reason": "Custom model initialization in notebooks and Trainer resume max_steps miscalculation are unrelated." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch for special tokens is not the same as ScandiBERT model-loading failure." + "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure are not the same underlying bug." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization regression is distinct from `extra_state` save/from_pretrained handling." + "reason": "Notebook custom-model initialization and extra_state save/load handling are separate regressions." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to mmap/OOM behavior." + "reason": "Missing Float8 storage support and mmap OOM avoidance are unrelated." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Broad Torch 2.10 incompatibility is too general to merge with a model-specific autocast dtype mismatch." + "reason": "Torch version incompatibility and autocast dtype mismatch are different issues." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "One is a correctness regression in token IDs for Granite models; the other is a performance regression in `convert_tokens_to_ids`." + "reason": "Granite token ID regression is correctness; convert_tokens_to_ids slowdown is performance only." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer performance slowdown is unrelated to CodeLlama leading-space round-trip corruption." + "reason": "Slow added-token lookup and CodeLlama leading-space round-trip are distinct tokenizer behaviors." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` regression is not the same as generic tokenization changes." + "reason": "Whisper return_language pipeline breakage and tokenization-version differences are unrelated." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both concern custom models on Transformers 5.0.0, but the concrete failures differ: `base_model_prefix` loading vs Jupyter definition/initialization." + "reason": "Both involve custom models, but one is base_model_prefix loading and the other is notebook initialization semantics." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline language-return regression is unrelated to `from_pretrained` behavior inside Python classes." + "reason": "Whisper pipeline regression and from_pretrained inside Python classes are unrelated." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache crash and template-node compilation error are different failures." + "reason": "PagedAttentionCache linear_attention failure and compile non-template-node error are different code paths." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on Torch >= 2.9 and Gemma4 device-map mismatch are separate issues." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility is too broad to equate with Gemma4 device mismatch during forward." + "reason": "Torch 2.10 compatibility and Gemma4 forward device placement are different problems." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "General Torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same bug." + "reason": "Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are not the same bug." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup error is unrelated to non-template-node compilation failure." + "reason": "Float8 storage lookup and template-node compilation errors are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Qwen VL video regression is unrelated to the mask/index shape mismatch error." + "reason": "Qwen video-input regression and mask-shape IndexError are different defects." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of another issue and a PagedAttentionCache crash do not match the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted cluster is the resize_token_embeddings group, and the cited issues support that as a shared bug across closely related model variants. The other pair rejections are appropriately cautious and do not overstate duplicate evidence." + "feedback": "The summary is well grounded in the packet: most pairs are clearly different bug families, and the resize_token_embeddings/output_embeddings trio around 45292 is the only convincingly related subcluster. The accepted soft-edge pairs are conservative and supported by the issue titles, and none of the reject verdicts overstate similarity." }, "evaluator_used": true, "retried": false, @@ -2893,7 +2907,6 @@ "issue:44079", "issue:44164", "issue:44265", - "issue:44451", "issue:44462", "issue:44479", "issue:44488", @@ -2921,7 +2934,6 @@ ], "soft_pairs": [ "issue:43901|issue:44509", - "issue:43906|issue:44530", "issue:43425|issue:44918", "issue:43994|issue:44079", "issue:44265|issue:44898", @@ -2948,224 +2960,204 @@ "issue:46285|issue:46402", "issue:44661|issue:44683", "issue:43643|issue:44530", - "issue:43541|issue:45084", - "issue:42915|issue:44530", - "issue:44451|issue:44987" + "issue:43541|issue:45084" ], - "prepared_review_unit_hash": "0c6ce0743223bd4c7b9e2501cc01bbf0bae51e2bae1f950aefafa016ca9f72ad", + "prepared_review_unit_hash": "fb61fa34205899f846421398544040c07b191a8c0f6e1551922283273956fc90", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37109, - "estimated_input_tokens": 9278, - "estimated_eval_tokens": 18812 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35663, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers v5 regressions; the soft pairs share broad subsystem similarity but not the same underlying bug, so none should be merged as duplicates.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43611 is the broadest and most representative of the cluster\u2019s main theme: a core v5 model-loading regression affecting multiple model classes via `base_model_prefix`.", + "summary": "This cluster is a loose collection of Transformers v5-era regressions, mostly around loading/tokenizers/model plumbing, but the soft pairs are not true duplicates of one another. They share broad subsystem similarity, not the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43611 is the broadest and most representative issue here: a general Transformers 5.0 model-loading regression centered on core loading behavior. It best matches the cluster\u2019s overall theme without overfitting to one model family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the clearest standalone bug report here: it is concrete, reproducible, and has inbound references, making it a strong triage target.", + "best_issue_reason": "issue:43611 is the best issue to anchor this cluster because it is a high-level loading regression that reflects the common pattern across the set, while still being concrete enough to label the group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but one is about `return_all_scores` on TextClassificationPipeline and the other is about removed v5 pipeline task names; different changes." - }, - { - "left": "issue:43906", - "right": "issue:44530", - "accept": false, - "reason": "Different bugs: one is an isolated reproduction of an older issue, the other is a Qwen3.5 PagedAttentionCache group-type crash." + "reason": "Both are docs-only mismatches, but they concern different documentation problems: return_all_scores vs removed pipeline task names." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch 2.10 incompatibility is a framework-version issue; unpacking Qwen3.5 embeddings in TRL SFT is a separate model/trainer bug." + "reason": "One is a Torch 2.10 compatibility issue; the other is a Qwen3.5 SFT trainer embedding-unpacking failure. Different root causes and code paths." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 bad outputs and incorrect `ModelOutput` key assignment are unrelated code paths." + "reason": "SigLIP2 bad outputs is a model/pipeline behavior bug; ModelOutput key assignment with None is a generic container bug. Not the same bug." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export` failing on `torch_compilable_check` is unrelated to Perceiver non-default resolution interpolation." + "reason": "torch.export failure from torch_compilable_check is unrelated to Perceiver interpolation / non-default resolution handling." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are different tokenizer/model issues." + "reason": "CamemBERT MLM prediction regressions and est-roberta tokenizer loading are different model-specific failures, not one shared defect." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer `add_special_tokens` conflict and `gguf_file` loading breakage are different failure modes." + "reason": "T5Tokenizer method-name conflict and gguf_file loading breakage are different tokenizer/loading paths with different failure modes." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper `return_language` pipeline behavior and MXFP4 quantization fallback are unrelated regressions." + "reason": "Whisper return_language pipeline regression and MXFP4 quantization fallback are unrelated model-specific issues." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Save/from_pretrained `extra_state` handling and `AutoModelForCausalLM.from_config` unwrapping `text_config` are separate loading/saving issues." + "reason": "save/from_pretrained extra_state handling and text_config unwrapping in from_config are distinct serialization/config bugs." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized model save/load breakage is unrelated to the mistral_common `continue_final_message` tokenizer bug." + "reason": "Quantized save/load corruption and continue_final_message behavior for mistral_common tokenizers are different concrete problems." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but one is a dev version-wide MoE loading break and the other is a specific weight-shape mismatch." + "reason": "Qwen3VL MoE loading breakage from a dev version and Qwen3-VL-30B-A3B-Instruct shape mismatch are not the same loading defect." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "An isolated reproduction of issue 38071 is not the same as the mistral_common final-message handling bug." + "reason": "Isolated reproduction of an earlier issue and mistral_common continue_final_message are unrelated." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta and Mistral regex patching failure are distinct tokenizer bugs." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and _patch_mistral_regex backend_tokenizer crashes are different tokenizer failures." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM avoidance are different performance issues." + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is mmap/OOM on Strix Halo. Different causes and mitigations." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated." + "reason": "Deepspeed ZeRO3/BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated runtime/compiler issues." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "`extra_state` save/load handling and Qwen VL video-input regression are different paths." + "reason": "extra_state save/load handling and video-input regression in v5.3 are different bugs." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Loading `cjvt/sleng-bert` and the Mistral regex backend-tokenizer error are separate tokenizer-loading problems." + "reason": "Loading cjvt/sleng-bert and mistral regex patch crashes are separate tokenizer-loading failures." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model loading issues, but they concern different repositories and different failure mechanisms." + "reason": "cjvt/sleng-bert loading and physical-intelligence/fast loading failures are distinct model/tokenizer issues." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is about `base_model_prefix` loading and the other is about non-persistent buffer initialization." + "reason": "Both are v5 regressions, but one is base_model_prefix loading while the other is junk-filled non-persistent buffers. Not the same code-path bug." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Ignoring repository `tokenizer.json` and DeepSeek-Coder v1 incorrect output from a gap in a prior fix are related broadly, but not the same concrete bug." + "reason": "Ignoring tokenizer.json in AutoTokenizer and DeepSeek-Coder tokenizer corruption are different tokenizer bugs." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Mistral tokenizer BPE-marker handling and Mistral3 `lm_head` weight tying are unrelated issues." + "reason": "Ministral tokenizer BPE marker handling and Mistral3 lm_head weight tying are unrelated issues in the same general family." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor/model dtype mismatch is unrelated to the template-node compilation error." + "reason": "Image preprocessor dtype mismatch and template-node compilation failure are different multimodal/compilation problems." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method-name conflict and Qwen3 MoE fine-grained FP8 failure are unrelated." + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device-placement related, but one is XLNet positional encoding CPU allocation and the other is Qwen3.5 MoE rotary embedding CPU-offload incompatibility." + "reason": "XLNet CPU allocation bug and Qwen3.5 MoE rotary embedding CPU-offload incompatibility are different device-placement issues." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer `_gpu_broadcast_one` TypeError and Whisper pipeline `return_language` regression are different subsystems." + "reason": "Trainer _gpu_broadcast_one NoneType error and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP text-model structure inconsistency and Sam3 text encoder weights not loading are different model-specific regressions." + "reason": "CLIP structure inconsistency and Sam3Model text encoder weight loading are different model-loading regressions." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "`add-new-model-like` / tokenizer-mapping failure is unrelated to torch>=2.9 compiled flex_attention." + "reason": "add-new-model-like mapping behavior and torch.export / torch_compilable_check failures are different developer/runtime paths." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields with `trust_remote_code=True` in AutoConfig and Qwen3.5 PagedAttentionCache crash are different issues." + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crashes are unrelated bugs." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch Dynamo tracing failure in Mixtral and the template-node compilation error are separate compile-time bugs." - }, - { - "left": "issue:42915", - "right": "issue:44530", - "accept": false, - "reason": "Qwen3 MoE FP8 configuration failure and Qwen3.5 linear_attention group-type crash are distinct Qwen family bugs." - }, - { - "left": "issue:44451", - "right": "issue:44987", - "accept": false, - "reason": "ScandiBERT loading failure and physical-intelligence/fast loading failure are different model-specific regressions." + "reason": "Torch dynamo grouped_mm tracing failure in Mixtral and non-template-node compilation errors are different compiler/tracing issues." } ] }, @@ -3196,7 +3188,6 @@ "issue:40990", "issue:42175", "issue:42915", - "issue:43089", "issue:43262", "issue:43317", "issue:43377", @@ -3222,6 +3213,7 @@ "issue:44464", "issue:44466", "issue:44488", + "issue:44530", "issue:44534", "issue:44589", "issue:44610", @@ -3240,15 +3232,17 @@ ], "soft_pairs": [ "issue:43582|issue:43632", + "issue:42915|issue:44530", + "issue:44451|issue:44987", "issue:40990|issue:43421", "issue:43644|issue:43646", "issue:34567|issue:40444", - "issue:44206|issue:44220", - "issue:44811|issue:45584", "issue:42175|issue:46178", + "issue:44811|issue:45584", + "issue:44206|issue:44220", "issue:43883|issue:44488", - "issue:40444|issue:46326", "issue:36032|issue:43645", + "issue:40444|issue:46326", "issue:45084|issue:45507", "issue:43452|issue:43482", "issue:43317|issue:43482", @@ -3264,242 +3258,256 @@ "issue:44849|issue:45325", "issue:43404|issue:44466", "issue:43377|issue:43819", - "issue:43994|issue:44610", "issue:42915|issue:44291", + "issue:43994|issue:44610", "issue:44451|issue:45081", "issue:44987|issue:45081", "issue:28530|issue:34567", "issue:36032|issue:43742", - "issue:42915|issue:44589", - "issue:43089|issue:45987" + "issue:42915|issue:44589" ], - "prepared_review_unit_hash": "fc9d7addde6424ad951b165e29c91e151f0ba8d8b70bf9e3f67932a747912665", + "prepared_review_unit_hash": "b488ed01e7de08cad4f42bd40f0731353b0333175ca6088c0ea8b8f229932a14", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37688, - "estimated_input_tokens": 9422, - "estimated_eval_tokens": 19100 + "soft_pair_count": 34, + "serialized_chars": 38005, + "estimated_input_tokens": 9502, + "estimated_eval_tokens": 19260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a mixed cluster of mostly unrelated Transformers issues. The soft pairs share broad themes like loading, tokenization, or generation, but not the same concrete bug, so none are safe duplicate merges.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45081 is the strongest standalone bug report here: it has explicit traceback context, a concrete tokenizer code path, and the most cross-references among the set.", + "summary": "The cluster is highly heterogeneous, with mostly unrelated bug reports plus one clear duplicate family around GGUF loading. There is no meaningful PR cluster here; the best issue anchor is the broad v5 regression ticket that has the clearest duplicate relationship in the set.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43644 is the clearest duplicate anchor among the items: it is a concrete v5 regression and has an almost verbatim twin in 44534, making it the strongest representative of the cluster\u2019s most duplicate-like subthread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45081 is the most actionable and well-supported issue in the group, with a narrow reproducible failure and multiple inbound references.", + "best_issue_reason": "Issue 43644 is the best single representative of the set because it is the cleanest, most specific duplicate-worthy report, while most other items are unrelated one-off regressions or model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and `_is_hf_initialized` loading regression are different subsystems and failures." + "reason": "Different failures: Apple Silicon allocator warmup TypeError vs. _is_hf_initialized flag regression." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen, but one is FP8 config failure and the other is PagedAttentionCache linear_attention handling; different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different regressions." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on a model and runtime special-token post-processor updates are unrelated bugs." + "reason": "Perplexity issue vs. tokenizer backend post-processor update bug; unrelated behavior." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both involve v5 initialization, but one is non-persistent buffer junk and the other is custom model init breakage; not the same code path." + "reason": "Both are v5 regressions, but one is about non-persistent buffers and the other about custom model initialization; not the same bug." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Token counter not updating and multi-image IterableDataset finetuning failure are unrelated." + "reason": "Trainer token-count tracking vs. Qwen2.5-VL multi-image iterable dataset failure; unrelated." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Unsupported `center` arg in LASRFeatureExtractor is a different defect from the low-level `_torch_extract_fbank_features()` issue." + "reason": "Both concern backend packaging/registration, but they describe different backend problems." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper token handling issues, but batch decode skipping special tokens and empty-transcription generation after alignment are distinct bugs." + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens and the other is empty transcription after align_special_tokens; different defects." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Missing TensorFlow in `.[torch]` extras is a packaging problem, while `tensorflow_text` being absent from BACKENDS_MAPPING is a backend registry bug." + "reason": "Both are audio-feature related, but the reported crashes and code paths differ." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing `all_tied_weights_keys` and inability to load a specific model are different loading failures." + "reason": "Missing all_tied_weights_keys in Molmo vs. failure loading a specific BERT model; unrelated." }, { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Qwen2.5-VL multi-image prompt failure and mistral_common `continue_final_message` behavior are unrelated." + "reason": "Tokenizer API conflict vs. custom model initialization breakage; different problems." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "T5Tokenizer method conflict and notebook custom-model initialization breakage do not share the same underlying bug." + "reason": "Qwen2.5-VL multi-image batching vs. mistral_common continue_final_message behavior; unrelated." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-node compilation failure and GraniteMoEHybrid invalid-method call are different concrete errors." + "reason": "TypeError compiling template nodes vs. GraniteMoEHybrid invalid method call; unrelated." }, { "left": "issue:43452", "right": "issue:43482", - "accept": false, - "reason": "Generic GGUF/from_pretrained breakage and Qwen2.5-GGUF v5 loading failure are similar in area but not the same documented bug." + "accept": true, + "reason": "Both point to the same GGUF loading regression: generic gguf_file/from_pretrained breakage, with 43482 a specific Qwen2.5-GGUF instance." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload failure and Qwen2.5-GGUF loading failure are distinct load paths." + "reason": "device_map=auto offload/dequantization failure is a different code path from GGUF loading." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Different model-specific loading failures with different symptoms; same broad version context is not enough." + "reason": "Both are model/tokenizer loading failures, but they affect different models and do not show the same underlying bug." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and MIMI batch-vs-single mismatch are different audio bugs." + "reason": "Audio processor sampling-rate defaulting vs. MIMI batch-padding-mask discrepancy; unrelated." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT-adapter local checkpoint loading and mistral_common `continue_final_message` are unrelated." + "reason": "PEFT/local checkpoint loading vs. mistral_common chat-template behavior; unrelated." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure and template compilation failure are unrelated code paths." + "reason": "Qwen3Moe FP8 config failure vs. template compilation error; unrelated." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing tied-weights metadata and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "Tied-weights attribute error vs. tokenizer loading failure for a different model; unrelated." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary loading noise and Mistral regex patch crash do not indicate the same bug." + "reason": "Generic loading noise vs. Mistral regex patch crash; different issues." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and `StaticCache.get_seq_length()` returning a tensor are related to generation, but they are distinct defects." + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache seq-length contract bug." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage and non-persistent buffer junk are separate initialization regressions." + "reason": "Both are v5 initialization regressions, but one is custom model init and the other is non-persistent buffer corruption; not clearly the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in Jupyter is distinct from buffer initialization corruption." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state bug and Qwen2.5-VL rope-index scaling bug are unrelated model-specific issues." + "reason": "Different Qwen family issues: hidden-states bug vs. rope-index temporal scaling bug." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Untied `lm_head.weight` and device-dependent serialization inconsistency touch tied weights, but they are not the same concrete failure." + "reason": "Both mention tied lm_head weights, but one is a model-specific tying bug and the other is a serialization inconsistency; not the same defect." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask discrepancy and DAC STE mismatch are different model correctness bugs." + "reason": "Different model families and failure modes, only loosely similar because both involve mismatches between expected and actual outputs." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Nonsensical SigLIP outputs and OmDet-Turbo processor size mismatch are unrelated." + "reason": "FP8 Qwen3Moe failure vs. init_empty_weights/_is_hf_initialized TypeError; unrelated." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "FP8 config failure and unexpected `_is_hf_initialized` argument during init_empty_weights are different regressions." + "reason": "Different vision-model preprocessing issues; not the same underlying bug." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Failed loading ScandiBERT and Mistral tokenizer regex crash are unrelated model/tokenizer issues." + "reason": "General model loading failure vs. Mistral tokenizer regex patch crash; unrelated." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Model loading failure and tokenizer regex patch crash affect different paths and are not the same bug." + "reason": "Different model-loading problems with different triggers and code paths." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric mismatch and `num_input_tokens_seen` not updating are separate Trainer issues." + "reason": "Early stopping metric selection vs. TrainerState token-count tracking; unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token conflict and MobileLLM-125M key error are unrelated." + "reason": "Tokenizer method conflict vs. MobileLLM key error; unrelated." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FineGrainedFP8Config failure and missing Float8 storage are different low-level failures." - }, - { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Generation overhead from GPU syncs/dispatch and a return-type contract bug in `StaticCache.get_seq_length()` are not the same fix." + "reason": "FP8 config failure vs. missing Float8 storage type; different low-level problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The chosen anchor around issue 43644/44534 is well supported, and the only accepted soft pair (43452/43482) looks plausibly duplicate-like from the titles. The other pairwise rejections are appropriately cautious and do not overstate similarity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3521,9 +3529,9 @@ "issue:36032", "issue:40444", "issue:40990", - "issue:41553", "issue:41720", "issue:42796", + "issue:43089", "issue:43296", "issue:43322", "issue:43381", @@ -3532,7 +3540,6 @@ "issue:43525", "issue:43531", "issue:43540", - "issue:43582", "issue:43611", "issue:43632", "issue:43746", @@ -3560,15 +3567,17 @@ "issue:45663", "issue:45812", "issue:45923", + "issue:45987", "issue:46315", "issue:46491", "issue:46710" ], "soft_pairs": [ + "issue:43089|issue:45987", "issue:44062|issue:44987", "issue:44265|issue:44610", - "issue:43322|issue:43540", "issue:44479|issue:45325", + "issue:43322|issue:43540", "issue:43531|issue:44877", "issue:36032|issue:41720", "issue:45216|issue:45357", @@ -3592,228 +3601,211 @@ "issue:43482|issue:43525", "issue:35707|issue:40444", "issue:43632|issue:44534", - "issue:43482|issue:45538", - "issue:41553|issue:43582", - "issue:43531|issue:44291" + "issue:43482|issue:45538" ], - "prepared_review_unit_hash": "3d3bbc5eab9a78af623da777b0f3fc2d70bba57ca17ed2cbf818172a840dcf4c", + "prepared_review_unit_hash": "3babbe25b08339f9d6d9d676626b9a8822d410505837cd7ec5cd1ace86e85c40", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35936, - "estimated_input_tokens": 8984, - "estimated_eval_tokens": 18224 + "soft_pair_count": 29, + "serialized_chars": 35680, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and does not form a single duplicate group; the only strong duplicate pair is the Qwen3.5 save_pretrained regression. I would use the broader 5.4.0 report as the canonical issue.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45216 is the broader, earlier report of the Qwen3.5 save_pretrained regression; issue:45357 is a narrower follow-up about the same broken checkpoint serialization path.", + "summary": "The set is heterogeneous: several unrelated model/tokenizer/regression reports are loosely similar, but none of the soft pairs look like true duplicates of the same underlying bug/change. I would not merge any pair.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 is the best representative issue in this set because it captures the underlying Qwen3.5 checkpoint-saving regression most generally, and it is the only clear duplicate anchor here.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Performance/profiling issue about per-token GPU syncs vs a cache API contract bug; different code paths and symptoms." + }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Both are tokenizer/loading regressions, but they describe different failure modes and different models; not the same bug." + "reason": "Tokenizer AddedToken argument conflict vs model loading failure for a specific checkpoint; unrelated failures." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "Unrelated problems: torch.export/torch_compilable_check vs a vision processor input-size mismatch." + "reason": "torch.export/torch_compilable_check bug vs processor image-size mismatch; not the same underlying bug." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Different multimodal failures on different models and code paths; only broad subsystem overlap." + "reason": "Both involve Qwen VL/video-image behavior, but one is a v5.3 video-input regression and the other is a still-image RoPE position-id scaling bug; distinct paths." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Both involve Qwen VL regressions, but one is a broad video-input regression and the other is a still-image rope-index scaling bug; not clearly the same concrete defect." + "reason": "Different models and different failures: Llava Next segfault on load vs Qwen3OmniMoe video ValueError." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to Granite speech config strictness." + "reason": "Sliding-window handling in Qwen3-MoE vs strict config loading for granite_speech; no shared bug." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer constructor conflict vs CUDA assert in auto device mapping are unrelated." + "reason": "Tokenizer class method conflict vs auto device mapping CUDA assert; unrelated subsystems." }, { "left": "issue:45216", "right": "issue:45357", - "accept": true, - "reason": "Same underlying Qwen3.5 save_pretrained checkpoint serialization regression; 45357 is a narrower symptom of the 45216 bug." + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained regressions, but they report different incorrect outputs/keys and appear to be separate fixes." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading failure vs performance regression in convert_tokens_to_ids; different bugs." + "reason": "Tokenizer load failure vs slow convert_tokens_to_ids regression; different behaviors and likely different fixes." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility and noisy logging are separate issues." + "reason": "Torch 2.10 compatibility failure vs noisy loading output; not the same bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model families and failure types; no shared code-path bug." + "reason": "PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding_window; unrelated issues." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug vs compiled flex_attention failure; unrelated." + "reason": "Audio feature extraction bug vs compiled flex_attention failure on newer torch; different code paths." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Loading with base_model_prefix vs non-persistent buffer initialization are different regressions." + "reason": "Model loading with base_model_prefix vs non-persistent buffer initialization junk; both v5 regressions but not the same issue." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset/multi-image fine-tuning failure is not the same as the Qwen2.5-VL rope-index scaling bug." + "reason": "IterableDataset multi-image finetuning failure vs still-image temporal position-id scaling bug; different multimodal problems." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag breakage and Strix Halo mmap OOM are unrelated." + "reason": "_is_hf_initialized flag regression vs mmap/OOM on Strix Halo; unrelated failures." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and behaviors; not the same bug." + "reason": "Both tokenizer regressions, but one is wrong Granite token IDs and the other is a leading-space round-trip issue in CodeLlama; distinct bugs." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "General loading noise vs tokenizer-loading failure; no shared defect." + "reason": "Generic noisy-load report vs tokenizer load failure for EMBEDDIA/est-roberta; not duplicates." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper loading/run failure and Float8 storage lookup error are different issues." + "reason": "Whisper inference failure vs missing Float8 storage object; unrelated." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation vs missing trust_remote_code flag are not the same problem." + "reason": "Eval-mode gradient checkpointing behavior vs missing supports_gradient_checkpointing flag on a trust_remote_code model; related concept, different concrete defect." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE marker handling and PEFT local-checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker handling vs PEFT local-checkpoint loading; unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different TypeErrors from different code paths; not the same bug." + "reason": "init_empty_weights/_is_hf_initialized constructor issue vs Float8 storage lookup failure; different bugs." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both concern Qwen VL training, but one is multi-GPU training and the other is multi-image iterable dataset failures; too different to merge." + "reason": "Both are Qwen VL finetuning/training, but the failures are different and not mergeable into one fix." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma-4 FSDP2 shared_kv_states KeyError are unrelated." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated implementation areas." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity anomaly on GPT-OSS and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "Perplexity regression on gpt-oss-20b vs Whisper batch_decode skip_special_tokens behavior; no shared bug." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE marker bug and DeepSeek accuracy regression are different categories and code paths." + "reason": "Tokenizer BPE-marker issue vs accuracy regression on a model after upgrade; too broad and not the same underlying problem." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are separate loading issues." + "reason": "Qwen2.5-GGUF loading with transformers v5 vs Llama4Config missing pad_token_id; different model/config failures." }, { "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." + "reason": "Progressive generation with inputs_embeds/past_key_values vs iterable-dataset multi-image finetuning; unrelated." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Different Transformers v5 regressions affecting different internal state paths." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Bad AutoTokenizer error message and AppleSilicon caching_allocator_warmup TypeError are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized loading error are different bugs." + "reason": "Both are v5 regressions, but one is an init-flag breakage and the other is non-persistent buffer corruption; not the same code-path problem." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: the only clearly close pair is 45216/45357, and the rest of the soft-edge rejections are conservative and supported by the issue titles. The summary appropriately avoids overclaiming that the cluster is a single duplicate group and sensibly picks 45216 as the broader canonical report." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3831,6 +3823,7 @@ "cluster_id": "cluster-10000-484", "nodes": [ "issue:40444", + "issue:41553", "issue:41720", "issue:42175", "issue:42796", @@ -3842,6 +3835,8 @@ "issue:43454", "issue:43482", "issue:43493", + "issue:43531", + "issue:43582", "issue:43611", "issue:43632", "issue:43644", @@ -3859,7 +3854,6 @@ "issue:44291", "issue:44462", "issue:44466", - "issue:44479", "issue:44534", "issue:44568", "issue:44829", @@ -3873,26 +3867,26 @@ "issue:45491", "issue:45542", "issue:45701", - "issue:45800", "issue:45812", - "issue:45823", "issue:45834", "issue:46402" ], "soft_pairs": [ + "issue:41553|issue:43582", + "issue:43531|issue:44291", "issue:43317|issue:43856", "issue:42175|issue:45542", "issue:43421|issue:44568", "issue:44079|issue:44534", - "issue:44829|issue:45479", "issue:41720|issue:45081", + "issue:44829|issue:45479", "issue:44462|issue:45812", - "issue:43818|issue:46402", "issue:43611|issue:43646", "issue:43377|issue:45491", + "issue:43818|issue:46402", "issue:42175|issue:43296", - "issue:43818|issue:45357", "issue:43644|issue:44079", + "issue:43818|issue:45357", "issue:43749|issue:44079", "issue:44265|issue:45072", "issue:43792|issue:43957", @@ -3906,221 +3900,219 @@ "issue:43632|issue:45072", "issue:43873|issue:45701", "issue:43701|issue:45325", - "issue:42796|issue:45381", - "issue:43296|issue:45800", - "issue:44479|issue:45823" + "issue:42796|issue:45381" ], - "prepared_review_unit_hash": "2ff46e084d4632679de4a62994748bdb2abcacaecd9446d6dbb60a104e1fffee", + "prepared_review_unit_hash": "82aa4b7cedd6fa54b33e07af764ea85fb06c77f8269a7d6ff3472b70720138ed", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36629, - "estimated_input_tokens": 9158, - "estimated_eval_tokens": 18572 + "serialized_chars": 36578, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a set of separate Transformers regression reports, with a few likely same-model duplicates around Qwen2.5-VL position IDs and SigLIP2 outputs. No PRs are present.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43611 is the broadest and most central regression report here: a Transformers v5 model-loading breakage tied to `base_model_prefix`, which overlaps the general theme of several other loading/init complaints.", + "summary": "Mostly heterogeneous regression reports. The strongest duplicate groups are the Qwen2.5-VL position-id bugs (45325 \u2194 45381) and the SigLIP2 implementation mismatch (43493 \u2194 43994). The 40444 \u2194 45381 pair is related-sounding but not evidenced strongly enough to treat as a duplicate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45325 is the best canonical issue because it states a concrete Qwen2.5-VL `get_rope_index` / position-id regression, names the affected version, and is the clearest root-cause report in the strongest duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single representative issue because it is general, high-impact, and closer to the common v5 loading/init regression theme than the more model-specific reports.", + "best_issue_reason": "issue:45325 is the best representative issue for triage because it is the most specific, actionable, and appears to subsume the closely related Qwen2.5-VL video/position-id reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different failure modes: tokenizer-loading error messaging vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related regressions, but they point to different concrete bugs: Qwen3-MoE sliding-window behavior vs `_is_hf_initialized` argument handling." + }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different bugs: quantized gpu/cpu offload loading failure vs MoE training memory inefficiency." + "reason": "One is dequantized model offload loading failure; the other is Qwen3 MoE training memory usage." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both touch TensorFlow packaging, but one is missing tf in a torch extra and the other is a tensorboard-without-TF backend error; not the same concrete bug." + "reason": "Packaging/backend overlap only; missing TensorFlow extra and tensorboard-without-TF runtime error are not the same bug." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token post-processor refresh vs a tokenizer-specific add_special_tokens regression; related area, but not the same failure mode." + "reason": "Both involve tokenizer special tokens, but one is runtime post-processor updates and the other is a BOS/EOS regression in a specific tokenizer." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "Unrelated v5 regressions: ModelOutput key handling vs non-persistent buffer initialization." - }, - { - "left": "issue:44829", - "right": "issue:45479", - "accept": false, - "reason": "Different training path issues: flash_attention_3 degeneration vs single-label classification with num_labels=1 zero-loss behavior." + "reason": "Unrelated regressions: ModelOutput key assignment versus non-persistent buffer initialization." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different subsystems and models: Qwen3 device-map CUDA assert vs Mistral tokenizer regex patch crash." + "reason": "Different models and code paths: Qwen3 auto device mapping crash vs Mistral regex patch crash." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Both are tokenizer regressions, but one is repo file selection and the other is wrong Granite token IDs; not the same concrete bug." + "reason": "Both mention degenerate training, but the concrete causes differ: flash_attention_3 behavior vs `num_labels=1` loss handling." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Completely different models and failures: Video-LLaVA tower architecture vs Sam3 text encoder weight loading." + "reason": "Both are tokenizer regressions, but one ignores `tokenizer.json` and the other produces wrong token IDs for Granite models." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading regressions, but one is `base_model_prefix` handling and the other is custom model initialization; too different to merge as duplicates." + "reason": "Both are Transformers v5 init/load regressions, but the titles indicate distinct breakages rather than one underlying bug." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding, but the MIMI padding-mask bug and Gemma3 NaNs from sliding-window all-padding windows are distinct problems." + "reason": "Both are batching/masking-related, but the affected model and root cause differ: MIMI padding masks vs Gemma3 sliding-window NaNs." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Packaging/backend dependency issue vs a model load failure in vLLM; not the same bug." + "reason": "Different architectures and symptoms: Video-LLaVA tower wiring vs Sam3Model text encoder weights not loading." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Different bugs in different components: Video-LLaVA tower weights/attention vs Qwen3.5 visual encoder key serialization." + "reason": "Packaging/backend issue vs vLLM loading failure for PaddleOCR-VL; not the same bug." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Distinct regressions: non-persistent buffer junk filling vs ModelOutput key assignment." + "reason": "Non-persistent buffer junk fill and ModelOutput key assignment are unrelated regressions." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs in different models: Video-LLaVA tower setup vs Qwen3.5 visual-encoder save_pretrained keys." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage is unrelated to ModelOutput key handling." + "reason": "FSDP CPU RAM-efficient loading is unrelated to ModelOutput key assignment." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different code paths: torch.export with torch_compilable_check vs dtype mismatches in bf16 inference." + "reason": "torch.export / `torch_compilable_check` failure is unrelated to bf16 dtype mismatches." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Different model-loading failures; the titles do not indicate the same root cause." + "reason": "Different load paths and models: Whisper runtime failure vs meta-device loading regression." }, { "left": "issue:45325", "right": "issue:45381", "accept": true, - "reason": "Both point to the same Qwen2.5-VL position-ID / rope-index code path; one is a still-image temporal-position scaling bug and the other a video vision_position_ids regression." + "reason": "Same underlying Qwen2.5-VL position-id regression: one reports still-image scaling and the other video position-id behavior, both pointing to the same broken multimodal position handling." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same model family and likely the same SigLIP2 implementation defect, with one report describing the HF-vs-JAX discrepancy and the other the user-visible bad outputs." + "reason": "Strong duplicate candidate: both describe the same SigLIP2 implementation mismatch, one from HF-vs-JAX comparison and one from the user-visible bad outputs." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention `lm_head.weight`, but one is weight tying causing garbage generation and the other is device-dependent serialization inconsistency." + "reason": "Both mention lm_head / weights, but one is tied-weight setup and the other is device-dependent serialization; not the same bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different bugs: Qwen2.5-VL position-ID scaling vs Kosmos2.5 long-OCR index error." + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 long-OCR index errors are different failures." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal Qwen2.5-VL issues, but one is finetuning with multiple images per prompt and the other is video inference position IDs; not clearly the same bug." + "reason": "Only broad multimodal similarity is shown; the packet does not establish the same bug or root cause, so this is related but not a duplicate." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different Qwen model/load paths: FP8 config failure vs GGUF loading failure." + "reason": "Different model families and failure causes: Qwen3Moe FP8 config vs Qwen2.5-GGUF loading." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument during empty-weight loading is unrelated to strict config validation for granite_speech." + "reason": "`init_empty_weights` argument mismatch is unrelated to strict config parsing for granite_speech." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "Different v5 regressions: `_is_hf_initialized` flag behavior vs bf16 dtype mismatches." + "reason": "`_is_hf_initialized` flag regression and bf16 dtype mismatch are separate issues." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading problem vs tokenization changes across versions; different symptom and code path." + "reason": "Quantization/offloading behavior and tokenization changes are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index position handling." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling vs Qwen2.5-VL video position IDs; different bugs." - }, - { - "left": "issue:43296", - "right": "issue:45800", - "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM is not the same as a torch/transformers version incompatibility report." - }, - { - "left": "issue:44479", - "right": "issue:45823", - "accept": false, - "reason": "Broad video-input regression across Qwen models vs Gemma4 PLE device-mapping mismatch; different issues." + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL vision position IDs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: issue:43611 is a reasonable representative for the broader v5 loading/init regression cluster, and the note that no PRs are present is correct. The soft-edge verdicts are mostly conservative, with the two accepted pairs both plausibly sharing a concrete code path rather than just a broad topical similarity. I don\u2019t see an overstatement strong enough to reject." + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but one soft-edge acceptance is too strong for the evidence available. In particular, 40444 \u2194 45381 is only supported by broad Qwen2.5-VL multimodal similarity from the titles; the packet does not establish the same bug or root cause, so that should be treated more cautiously (related/uncertain rather than duplicate). The rest of the rejections look conservative, and 45325 \u2194 45381 / 43493 \u2194 43994 are the strongest duplicate candidates." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4151,6 +4143,7 @@ "issue:42947", "issue:43257", "issue:43262", + "issue:43296", "issue:43317", "issue:43322", "issue:43377", @@ -4168,17 +4161,16 @@ "issue:43883", "issue:44186", "issue:44265", - "issue:44387", + "issue:44479", "issue:44488", "issue:44534", "issue:44568", "issue:44610", "issue:44898", - "issue:44991", "issue:45072", "issue:45584", - "issue:45704", "issue:45759", + "issue:45800", "issue:45823", "issue:45920", "issue:45923", @@ -4188,6 +4180,8 @@ "issue:46315" ], "soft_pairs": [ + "issue:43296|issue:45800", + "issue:44479|issue:45823", "issue:43606|issue:44265", "issue:40990|issue:45584", "issue:43262|issue:43746", @@ -4215,218 +4209,216 @@ "issue:43526|issue:43883", "issue:43322|issue:46050", "issue:41720|issue:43322", - "issue:36331|issue:42617", - "issue:43881|issue:44991", - "issue:44387|issue:45704" + "issue:36331|issue:42617" ], - "prepared_review_unit_hash": "52091518caf2ae68f0e2a680d51535aa49080e41d60bfa6553fb2e7ab999d219", + "prepared_review_unit_hash": "15f6718387fca34d2be9416c6816495c053ac1097751ba82cc9dc933c4daa6a4", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36832, - "estimated_input_tokens": 9208, - "estimated_eval_tokens": 18672 + "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 a loose grab-bag of Transformers bug reports that mostly share broad themes like loading, offloading, quantization, or tokenizer regressions, but not the same underlying defect. I don\u2019t see any true duplicate pair among the soft edges.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43873 is the broadest representative of the shared offloading/quantization/load-path theme and has the most discussion/activity, but it is still not a duplicate of the other issues.", + "summary": "This cluster is a loose collection of unrelated bug reports across tokenizers, loading/offload, multimodal processors, training, and model-specific regressions. I would not merge any of the soft pairs; they share broad subsystem themes at most, not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "No single true canonical issue stands out because the cluster is heterogeneous; if a representative is needed, issue 43873 is the broadest offloading/quantization report and has the most cross-cutting discussion, but it is not a duplicate anchor for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single issue to represent the cluster\u2019s general loader/offload regression theme, though the cluster is too heterogeneous to have a strong canonical duplicate.", + "best_issue_reason": "Issue 43873 is the best cluster representative because it is broad, currently open, and has the most inbound references, but it still describes a different bug than the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "One is a PaddleOCR-VL/vLLM load failure; the other is a broad torch/transformers incompatibility report. Different failure modes and code paths." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both involve multimodal models, but one is a video-input regression and the other is a Gemma4 PLE device-mapping forward error. Not the same bug." + }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Different failures: CPU offload device mismatch in Bark vs torch.export failure around torch_compilable_check. Same broad subsystem, not the same bug." + "reason": "CPU-offload device mismatch for Bark-small is unrelated to torch.export failures around torch_compilable_check." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation failure are unrelated symptoms in different models." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sampling-rate default bug is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Audio chat-template sample-rate defaults and GraniteSpeech PEFT checkpoint loading are separate audio/loader issues." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Both mention generation/forward issues, but one is inputs_embeds+past_key_values progression and the other is auto device mapping on Qwen3. Different code paths." + "reason": "inputs_embeds/past_key_values progressive generation and Qwen3 auto device-map cuda asserts are different generation vs placement bugs." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but the models and failure modes differ; no clear shared underlying defect." + "reason": "Both are load failures, but for different models and likely different causes; not enough to indicate one shared defect." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset is a processor bug; the other is a generation API issue with inputs_embeds/past_key_values." + "reason": "Bark voice_preset behavior is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying/garbage generation in AyaVision is unrelated to Bamba torch.compile SDPA failures." + "reason": "AyaVision weight tying and Bamba torch.compile SDPA failure are unrelated model internals." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to DAC.from_latents missing STE parity." + "reason": "Bark CPU offload device mismatch is not the same as DAC.from_latents diverging from forward without STE." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "One is a broken documentation example, the other is a runtime finetuning failure with IterableDataset and multiple images." + "reason": "SigLIP2 documentation errors and Qwen2.5-VL iterable-dataset finetuning failures are different kinds of issues." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device_map='auto' forward-time issues, but they affect different models and the symptoms are not specific enough to prove the same bug." + "reason": "Both mention device mapping, but Qwen3 cudaErrorAssert and Gemma4 PLE forward mismatch are not the same concrete bug." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to torch.export failures involving torch_compilable_check." + "reason": "LayoutLMv2 tokenizer crashes and torch.export/exportability failures are unrelated subsystems." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Padding-mask batch consistency in MIMI is unrelated to OmDet processor/model image-size mismatch." + "reason": "Missing padding-mask support in MIMI encoder and OmDet-Turbo processor/model size mismatch are different preprocessing bugs." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Streaming attention off-by-one and tokenizer conversion slowdown are completely different regressions." + "reason": "Sliding-window off-by-one in MoonshineStreaming and slow convert_tokens_to_ids are unrelated." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Accelerate+deepspeed MoE weight conversion failure is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and a missing gradient-checkpointing flag on Nemotron are different model-loading/config issues." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "A tokenizer special-tokens regression for one model is not the same as a broad AutoTokenizer wrong-ID regression across many models." + "reason": "mdeberta-v3 special-token addition regression and broader AutoTokenizer wrong-token-ID regression are related only at a very high level, not the same bug." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision weight tying and bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different problems." + "reason": "Weight tying in AyaVision and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are entirely different problems." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offloading/quantization, but one is dequantized-model loading with gpu+cpu offload and the other is a broader quantized offloading regression; not clearly the same concrete bug." + "reason": "Both touch offload/quantization, but one is dequantized-model loading on gpu+cpu offload while the other is a broader offloading regression; not the same concrete failure." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI padding-mask batching behavior is unrelated to Perceiver non-default-resolution image classification." + "reason": "MIMI padding-mask output mismatch and Perceiver non-default-resolution failure are different model-specific issues." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision weight tying failure is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are unrelated." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity on gpt-oss-20b is unrelated to gradient checkpointing ineffectiveness with PEFT LoRA." + "reason": "Perplexity regression on gpt-oss-20b and gradient checkpointing ineffectiveness with LoRA are unrelated." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different issues." + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different model/runtime issues." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffers being filled with junk are distinct regressions." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk on v5 are both loading-related but not the same bug." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to not unwrapping text_config for composite Qwen multimodal configs." + "reason": "StableLm pad_token_idx regression and composite Qwen text_config unwrapping are separate config issues." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction is unrelated to Molmo missing all_tied_weights_keys." + "reason": "BeitImageProcessorFast label reduction and Molmo missing all_tied_weights_keys are unrelated." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next loading segfault and sinq save/load quantization breakage are different code paths." + "reason": "Llava Next segfault on load and sinq save/load quantization breakage are different failure modes." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both are model-loading/fwd issues, but Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are not enough to treat as the same bug." + "reason": "Both are model-loading problems, but Qwen3 auto device-map asserts and Llava Next segmentation faults are not the same code-path bug." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer.compute_loss signature mismatch is unrelated to 3d_parallel.py execution failure." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Different tokenizer-loading failures for different models; no clear shared defect." - }, - { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Int4 quantization OOM from reserved memory growth is unrelated to a T5 apex FusedRMSNorm memory leak." + "reason": "CustomTrainer.compute_loss signature mismatch and 3d_parallel.py runtime failure are unrelated." } ] }, @@ -4473,14 +4465,13 @@ "issue:43708", "issue:43720", "issue:43873", + "issue:43881", "issue:44008", "issue:44186", - "issue:44361", + "issue:44387", "issue:44423", "issue:44466", "issue:44610", - "issue:44671", - "issue:44743", "issue:44756", "issue:44877", "issue:44898", @@ -4493,20 +4484,23 @@ "issue:45632", "issue:45684", "issue:45701", + "issue:45704", "issue:45823", "issue:46291", "issue:46402", "issue:46665" ], "soft_pairs": [ + "issue:43881|issue:44991", + "issue:44387|issue:45704", "issue:41720|issue:44977", "issue:36331|issue:42915", "issue:44877|issue:44991", "issue:44466|issue:45357", "issue:43450|issue:45701", "issue:40990|issue:45701", - "issue:43065|issue:46402", "issue:41720|issue:42617", + "issue:43065|issue:46402", "issue:43873|issue:44756", "issue:44186|issue:45072", "issue:26413|issue:28530", @@ -4526,219 +4520,216 @@ "issue:41720|issue:45161", "issue:43531|issue:43572", "issue:28530|issue:33666", - "issue:44671|issue:44743", - "issue:42915|issue:46291", - "issue:36331|issue:41720", - "issue:44186|issue:44361" + "issue:42915|issue:46291" ], - "prepared_review_unit_hash": "c182f40823138ec37093698997bcef570473f3da764fea0604d1e63feb00721b", + "prepared_review_unit_hash": "b164178f80a5b6b8e285d225411cefc8eda4742a1c98479e610935f643df7369", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36496, - "estimated_input_tokens": 9124, - "estimated_eval_tokens": 18504 + "soft_pair_count": 30, + "serialized_chars": 36178, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct bug reports across different models, loaders, and training paths. I found no soft pairs that look like the same underlying issue, so all candidate merges are rejected. The most representative issue in the set is a broad regression-style report around version-related tokenization changes.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45701 is the broadest, most central regression-style report in the set and has inbound references; the other issues are narrower, model-specific failures or API breakages.", + "summary": "The items are mostly unrelated regression reports; none of the soft pairs look like the same underlying bug/change closely enough to merge. The closest thematic overlap is around Transformers 5.x loading/init regressions, but the concrete failure modes differ.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43646 is the broadest release-level regression in the set and the best umbrella representative for the cluster, even though the overall group is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best single representative issue because it is broad enough to anchor the cluster without being as narrowly model-specific as most others.", + "best_issue_reason": "issue:43646 has the widest scope and reads like the most general user-facing breakage among the listed issues, so it is the least bad canonical issue choice.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but one is a model-loading failure and the other is a tokenizer-loading failure for a different model; no shared code-path bug is evident." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Quantization OOM from reserved memory and an apex RMSNorm memory leak are different failure modes and likely different fixes." + }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different failures: Qwen3 auto device-map CUDA assert vs Qwen3.5 flash-attention generation behavior." + "reason": "Different symptoms and code paths: cuda assert during auto device mapping vs flash-attention generation breakage." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unrelated code paths: trainer compute_loss signature mismatch vs Qwen3Moe FP8 config failure." + "reason": "Trainer API incompatibility and a Qwen3MoE FP8 failure are unrelated problems." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Different loader problems: granite_speech strict config vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Strict config loading and tokenizer loading are separate issues with different triggers." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve serialization, but one is tied lm_head.weight handling and the other is incorrect visual encoder keys; not the same bug." + "reason": "Both involve serialization, but one is tied-weight serialization and the other is incorrect visual encoder keys; different model paths." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug vs a version-induced tokenization change; different components and symptoms." + "reason": "A batched video processor shape bug and a tokenization-version regression are unrelated." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on GPT-OSS is not the same underlying issue as tokenization changing across versions." + "reason": "Perplexity regression on a model is not the same as tokenization changing across versions." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d vs Sam3Model text encoder weights not loading are separate model bugs." + "reason": "Qwen3-VL device-mapping crash and a 3d_parallel.py execution failure do not point to the same underlying bug." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Qwen3 device-map CUDA assert and 3d_parallel.py launch failure are different failures." + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is missing text encoder weights." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offloading behavior and Strix Halo mmap OOM are related only loosely by memory, not the same bug." + "reason": "Quantization offload behavior and a Strix Halo mmap OOM are different system-level problems." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/batched padding vs dtype mismatch in bfloat16 inference are unrelated." + "reason": "Tokenizer crashes on NER/padding and dtype mismatches in inference are not the same bug." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume epoch-iterator failure is unrelated to early stopping requiring metric_for_best_model." + "reason": "Checkpoint resume failure and early-stopping metric resolution are separate Trainer issues." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is a different code path than BitNet packed-weight unpacking during accelerate loading." + "reason": "torch.compile+SDPA failure and packed-weight unpacking during accelerate loading are unrelated." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype propagation and resume max_steps miscalculation are different bugs." + "reason": "Blip2 dtype not propagating and resume max_steps miscalculation are different subsystems." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "torch.compile with SDPA and CPU offload device mismatch are separate issues." + "reason": "Different models and failures: compile/SDPA vs CPU offload device mismatch." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression in v4.57.5 is not the same as a general tokenization-version change report." + "reason": "Processor/tokenizer regression and tokenization-version changes are not the same concrete bug." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Custom model initialization breakage and from_pretrained behavior inside Python classes are adjacent but not the same concrete failure." + "reason": "Both mention custom model loading, but one is a broad 5.0 initialization breakage and the other is a specific from_pretrained behavior issue; not enough evidence of one bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and OmDet processor image-size mismatch are different subsystems and symptoms." + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image-size mismatch are unrelated." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "lm_head weight tying bug and visual encoder key serialization bug do not share the same underlying code path." + "reason": "lm_head tying/serialization and visual encoder key serialization are different model-specific bugs." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure and dequantized model offload loading are distinct quantization/offload problems." + "reason": "FP8 config failure and dequantized model offload failure are both loading issues but not the same path." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image preprocessing sizes, but they are different models with different failure modes; not enough to treat as one bug." + "reason": "Different vision-model preprocessing errors with different expected sizes and interpolation behavior." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Variable-name collision in Gemma3n forward and Gemma4 PLE device mismatch are unrelated." + "reason": "Gemma3n variable collision and Gemma4 device mismatch are separate model bugs." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error and not being able to run 3d_parallel.py are different issues entirely." + "reason": "ImportError for GenerationMixin and a 3d_parallel execution issue are unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Serve continuous-batching str.to crash and Gemma4Processor missing _tokenizer are both serve-related but not the same code defect." + "reason": "Continuous-batching multimodal crash and missing _tokenizer on Gemma4Processor are different serve/processor bugs." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are separate filesystem behaviors." + "reason": "Cache-path collision and read-only file permission propagation are unrelated save/load issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3-VL auto device-map crash and GPT-OSS tensor parallel failure are different model/runtime problems." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and missing pad_token_idx in StableLmConfig are unrelated model/config bugs." + "reason": "Qwen3-MoE sliding-window behavior and a StableLmConfig field omission are unrelated." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping configuration and Qwen2-VL multi-GPU training are not the same underlying issue." - }, - { - "left": "issue:44671", - "right": "issue:44743", - "accept": false, - "reason": "CamemBERT masked LM predictions and Qwen3.5 recurrent state reset are different model-specific regressions." + "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are not the same issue." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Qwen3Moe FP8 failure and transformers.pipelines import requiring kernels revision/version are unrelated." - }, - { - "left": "issue:36331", - "right": "issue:41720", - "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto device mapping CUDA assert." - }, - { - "left": "issue:44186", - "right": "issue:44361", - "accept": false, - "reason": "LayoutLMv2 tokenizer crash and MLukeTokenizer AttributeError are similar in being tokenizer bugs, but they are not the same concrete defect." + "reason": "Model FP8 loading failure and pipelines import/version constraints are separate problems." } ] }, @@ -4770,6 +4761,7 @@ "issue:34634", "issue:35707", "issue:36032", + "issue:36331", "issue:41720", "issue:42490", "issue:42915", @@ -4782,268 +4774,259 @@ "issue:43540", "issue:43550", "issue:43606", - "issue:43644", "issue:43653", "issue:43720", "issue:43746", "issue:43782", "issue:43873", "issue:43881", - "issue:44077", + "issue:44186", + "issue:44361", "issue:44387", "issue:44451", "issue:44492", "issue:44509", "issue:44534", "issue:44589", - "issue:44625", + "issue:44671", + "issue:44743", "issue:44913", "issue:44991", "issue:45059", - "issue:45357", "issue:45406", "issue:45464", - "issue:45479", "issue:45701", "issue:45704", "issue:45759", "issue:45859", - "issue:46402", "issue:46665" ], "soft_pairs": [ + "issue:44671|issue:44743", + "issue:36331|issue:41720", + "issue:44186|issue:44361", "issue:43526|issue:43881", "issue:43316|issue:44913", - "issue:42915|issue:43322", "issue:28530|issue:30064", + "issue:42915|issue:43322", "issue:33357|issue:35707", - "issue:30064|issue:34634", "issue:43540|issue:43782", - "issue:43550|issue:43653", + "issue:30064|issue:34634", "issue:43873|issue:45704", - "issue:44492|issue:44509", + "issue:43550|issue:43653", "issue:44387|issue:45701", "issue:29159|issue:36032", "issue:43606|issue:43720", + "issue:44492|issue:44509", "issue:44534|issue:46665", "issue:43531|issue:45759", "issue:41720|issue:43746", "issue:42490|issue:43329", - "issue:43388|issue:45059", "issue:43606|issue:43653", + "issue:43388|issue:45059", "issue:45406|issue:45464", "issue:34567|issue:35707", "issue:34634|issue:41720", "issue:43531|issue:44589", - "issue:45357|issue:46402", "issue:45759|issue:45859", - "issue:44451|issue:44991", - "issue:44077|issue:44625", - "issue:44625|issue:45479", - "issue:43644|issue:46665" + "issue:44451|issue:44991" ], - "prepared_review_unit_hash": "93d248e0bd71ffeaba29ab5b660999363195f73fac8ef62e2c2e15fdd9981341", + "prepared_review_unit_hash": "982618eba3d98a366a7b6e6e557f20c5bed85260b5e83fd637a4844a9af7052c", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36374, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35465, + "estimated_input_tokens": 8867, + "estimated_eval_tokens": 17990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items are a collection of unrelated Transformers issues across configs, tokenizers, multimodal processors, quantization, offloading, and docs. All soft edges look like thematic similarity rather than the same underlying bug.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue is appropriate here; the cluster is too heterogeneous, and the soft links do not indicate one shared defect or change.", + "summary": "This set is not a true duplicate cluster: the issues span many unrelated models, trainers, tokenizers, and deployment paths. None of the soft pairs look like the same underlying bug/change, so all are rejected.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45701 is the broadest, most general item in an otherwise heterogeneous set, and it also has inbound references; it is the least bad placeholder canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "No issue stands out as a global representative duplicate target because the set spans many distinct code paths and problem types.", + "best_issue_reason": "45701 is the best representative only because its scope is generic enough to stand in for the cluster, but the cluster itself is too mixed for a strong canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Both are model/regression bugs, but they affect different code paths and different models (CamemBERT MLM vs Qwen3 recurrent cache behavior)." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "A trainer API signature issue and a Qwen3 device-mapping CUDA assert are unrelated failures." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different tokenizers, errors, and execution paths; not the same bug." + }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Different subsystems and failure modes: BeitImageProcessorFast label reduction vs GLM-4v model loading failure." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both involve config fields, but one is a Gemma3 API discrepancy and the other is GPTNeoX rotary_pct persistence; not the same bug." + "reason": "Both are config/API issues, but they concern different fields and different model families; not the same underlying defect." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are unrelated model-loading problems." + "reason": "Early stopping metric resolution and void segmentation-map processing are different components with no shared failure mode." }, { - "left": "issue:28530", - "right": "issue:30064", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Early stopping metric lookup is unrelated to image processor handling of void segmentation maps." + "reason": "Different models and different symptoms: FineGrainedFP8Config failure vs Llava Next segmentation fault." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different code paths." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Segmentation map processing and BarkProcessor voice_preset are distinct processor bugs." + "reason": "A MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both are Qwen multimodal issues, but one is video input validation in Qwen3OmniMoe and the other is weight_only loading in Qwen3VL." + "reason": "Both involve Qwen3 variants, but one is video-input processing and the other is from_pretrained weight-only loading; not the same concrete bug." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "torch.compile/SDPA on Bamba and BigBirdTokenizer special-token registration are unrelated." + "reason": "Image segmentation-map handling and Bark voice_preset behavior are unrelated." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading memory behavior is not the same as T5 using apex.FusedRMSNorm memory leak." + "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak are different bugs in different subsystems." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "A cache-strategy typo and outdated docs for removed pipeline tasks are different issues." + "reason": "torch.compile with SDPA on Bamba and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "int4 quantization OOM and tokenization changes across versions are not the same underlying bug." + "reason": "Both mention version regressions, but one is int4 memory/OOM and the other is tokenization behavior; too broad to be the same bug." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is not the same as T5Tokenizer load-time add_special_tokens method conflict." + "reason": "Slow-vs-fast tokenizer inconsistency and T5 tokenizer load failure are different tokenizer issues." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and BitNet packed-weight unpacking during accelerate loading are separate failures." + "reason": "Both touch accelerate/offload loading, but one is a device mismatch and the other is packed-weight unpacking; not the same concrete path." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A documentation typo and stale docs about removed pipelines are not duplicates." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Both mention loading behavior in v5, but one is junk-filled non-persistent buffers and the other is inconsistent from_pretrained in Python classes." + "reason": "Non-persistent buffer initialization and from_pretrained behavior inside Python classes are different loading/runtime problems." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM.from_config text_config unwrapping are different config bugs." + "reason": "Both are Qwen3-related, but one is sliding_window behavior and the other is config unwrapping; distinct code paths." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." + "reason": "Qwen3 device-map CUDA assert and GraniteSpeech PEFT local-checkpoint loading are unrelated." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local model import warnings and multimodal token counting video-branch undefined variables are unrelated." + "reason": "A trailing-slash import warning and an undefined-video-token-count bug are not the same underlying issue." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "gather_for_metrics tuple-label truncation and SAM3 text/bbox odd behavior are different training/inference issues." + "reason": "CPU offload device mismatch and BigBird special-token registration are unrelated." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Device mismatch with CPU offload is unrelated to BigBirdTokenizer mask token registration." + "reason": "Batch metric gathering and SAM3 text/bounding-box behavior are different multimodal/data-handling problems." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different API paths." + "reason": "Different serving APIs, different models, and different failures; only superficially similar as runtime crashes." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating is unrelated to generation with inputs_embeds/past_key_values." + "reason": "Trainer input-token accounting and generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice_preset and Qwen3 A800 device-mapping CUDA assert do not share a code path." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are completely separate issues." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window and missing Float8 storage errors are unrelated." - }, - { - "left": "issue:45357", - "right": "issue:46402", - "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key regression and Sam3Model text-encoder load failure are distinct multimodal bugs." + "reason": "Qwen3 sliding-window behavior and missing Float8 storage lookup are unrelated." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "One is config unwrapping for composite Qwen multimodal configs; the other is CPU offload compatibility in rotary embedding." + "reason": "Both are Qwen3.5-family config/runtime issues, but one is from_config text_config unwrapping and the other is CPU-offload incompatibility in rotary embedding; not mergeable as one bug." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "ScandiBERT load failure and est-roberta tokenizer loading failure are separate model/tokenizer compatibility issues." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated config semantics." - }, - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and single-label classification zero-loss behavior are different classification bugs." - }, - { - "left": "issue:43644", - "right": "issue:46665", - "accept": false, - "reason": "Non-persistent buffer initialization bug and from_pretrained inconsistency inside Python classes are not the same issue." + "reason": "Two model-loading failures for different checkpoints and different tokenizers; no shared underlying defect." } ] }, @@ -5075,25 +5058,24 @@ "issue:43381", "issue:43421", "issue:43531", - "issue:43596", + "issue:43644", "issue:43645", "issue:43653", - "issue:43720", "issue:43746", "issue:43782", - "issue:43819", "issue:43844", "issue:43873", "issue:43927", "issue:43994", "issue:44062", + "issue:44077", "issue:44186", - "issue:44220", "issue:44368", "issue:44451", "issue:44514", "issue:44545", "issue:44610", + "issue:44625", "issue:44671", "issue:44843", "issue:44898", @@ -5102,266 +5084,259 @@ "issue:44987", "issue:45042", "issue:45072", - "issue:45081", - "issue:45356", "issue:45357", "issue:45381", + "issue:45479", "issue:45704", "issue:45759", - "issue:45907", "issue:45923", "issue:46032", "issue:46050", + "issue:46402", "issue:46463", "issue:46655", + "issue:46665", "issue:46693" ], "soft_pairs": [ - "issue:44062|issue:44451", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:43644|issue:46665", "issue:44898|issue:45072", + "issue:44062|issue:44451", "issue:44987|issue:45042", "issue:43381|issue:43844", "issue:44368|issue:45357", "issue:39692|issue:44610", "issue:43531|issue:43645", "issue:41720|issue:45704", - "issue:46655|issue:46693", - "issue:45704|issue:45923", "issue:43746|issue:46050", - "issue:43421|issue:43927", - "issue:44918|issue:44936", + "issue:45704|issue:45923", + "issue:46655|issue:46693", "issue:43381|issue:45704", + "issue:44918|issue:44936", + "issue:43421|issue:43927", "issue:42886|issue:44843", "issue:45759|issue:45923", "issue:44514|issue:44545", "issue:46032|issue:46463", "issue:39692|issue:43873", - "issue:43994|issue:44671", "issue:43746|issue:43873", + "issue:43994|issue:44671", "issue:43421|issue:43653", "issue:30064|issue:36010", - "issue:43421|issue:44186", "issue:43782|issue:45381", - "issue:45081|issue:45356", - "issue:45356|issue:45907", - "issue:43720|issue:43819", - "issue:43653|issue:43720", - "issue:43596|issue:44220" + "issue:43421|issue:44186" ], - "prepared_review_unit_hash": "1faefdf9a590f3e1d19e960b13cfd41b8c846b370a8124fee265e5a3868efe6f", + "prepared_review_unit_hash": "b37adac8864483d8038c3c646ae162dc33cf349440eb95d97e656b404b3daa9b", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37074, - "estimated_input_tokens": 9269, - "estimated_eval_tokens": 18794 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues that happen to share broad themes like tokenizers, vision processors, and training/runtime regressions. Only the two Qwen2_5_VLProcessor apply_chat_template reports look like true duplicates of the same batched-padding crash; the rest should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44514 is the earliest and most explicit report of the same Qwen2_5_VLProcessor.apply_chat_template batched-input crash; issue:44545 is effectively the later duplicate.", + "summary": "Most pairs are only thematically similar (tokenizer/model-loading/config bugs) rather than true duplicates. The only clear duplicate in this set is the Qwen2_5_VLProcessor batched padding=False crash (44514/44545).", + "confidence": 0.89, + "canonical_issue_reason": "issue:44545 is the cleanest canonical for the one true duplicate pair: it reports the same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash as 44514, with slightly stronger supporting signals.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the clearest canonical representative of the actual bug and has the stronger original report context.", + "best_issue_reason": "issue:43421 is the best overall representative issue here: it is a concrete tokenizer backend bug about special-token/post-processor state, and it sits closest to the cluster's recurring tokenizer-special-token theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different bugs: one is Qwen3.5 visual-encoder key saving, the other is Sam3 text-encoder weights not loading." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated failures: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different model/config issues: num_labels propagation vs zero-loss classification behavior." + }, + { + "left": "issue:43644", + "right": "issue:46665", "accept": false, - "reason": "Tokenizer-related, but one is an AddedToken constructor argument bug and the other is a generic model load failure; different failure modes." + "reason": "Different code paths: junk non-persistent buffers vs inconsistent from_pretrained-in-class behavior." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Non-default image resolution/interpolation failure versus bfloat16 dtype mismatch; not the same code-path bug." + "reason": "Both are vision/model bugs, but the concrete failures differ: Perceiver interpolation vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different causes: AddedToken special-kwarg conflict vs model loading failure for ScandiBERT." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A specific model loading regression and a PIL/torchvision backend requirement issue are distinct problems." + "reason": "Same broad area but different bug: one is loading a specific model, the other is PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient blow-up are different training behaviors." + "reason": "Both involve gradients/training, but one is checkpointing in eval mode and the other is a ZeRO-3 gradient regression." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A tie_word_embeddings warning during LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "Different issues: a config warning about tied embeddings vs incorrect visual-encoder save keys." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Documentation/example mismatch and processor output-size mismatch are separate issues, even if both involve multimodal models." + "reason": "Different bugs: SigLIP2 doc/example problems vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to custom model initialization in Jupyter notebooks." + "reason": "Different failures: Qwen3-MoE sliding_window handling vs custom model initialization in Jupyter." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "cudaErrorAssert on auto device mapping and an apex RMSNorm memory leak are not the same bug." + "reason": "No shared underlying bug: Qwen3 device-mapping cuda assert vs T5 apex RMSNorm memory leak." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Video padding calculation and FA2 long-context performance regression are different problems." + "reason": "Both concern load/save behavior, but one is GraniteSpeech PEFT local checkpoints and the other is sinq quantization persistence." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "T5 RMSNorm memory leak versus a missing supports_gradient_checkpointing flag; distinct fixes." + "reason": "Different topics: T5/apex memory leak vs missing supports_gradient_checkpointing on a remote-code model." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "PEFT local-checkpoint loading failure and quantized save/load corruption are different code paths." + "reason": "Both are performance/processor-related, but one is video padding logic and the other is FA2 long-context generation regression." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Runtime special-token post-processing update and save/load custom token-ID loss are related only at a high level, not the same bug." + "reason": "Different bugs entirely: gradient checkpointing eval-mode restriction vs T5 apex memory leak." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "SFT trainer embedding unpacking and train/evaluate lifecycle failure are separate trainer issues." + "reason": "Different trainer failures: unpacking Qwen3.5 embeddings in TRL SFT vs evaluate() after train()." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "A checkpointing-mode restriction and an RMSNorm memory leak are unrelated." + "reason": "Both involve tokenizer state, but one is runtime post-processor updates and the other is save/load losing custom token IDs." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both involve offline tokenization flows, but one is cache loading and the other is an unconditional model_info call in _patch_mistral_regex." + "reason": "Both mention HF_HUB_OFFLINE, but the concrete reports are not clearly the same bug without stronger evidence." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Composite config handling for AutoModelForCausalLM is unrelated to a missing gradient-checkpointing support flag." + "reason": "Different composite-model issues: unwrapping text_config in from_config vs missing gradient-checkpointing support." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Near-identical titles and the same batched padding=False crash in Qwen2_5_VLProcessor.apply_chat_template; later report is a duplicate." + "reason": "Exact duplicate: same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash with the same model/API path." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are different issues." + "reason": "Different failures: Mamba2Mixer use_cache correctness vs a T5 decoder-input validation error message." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs/example mistakes do not match a quantization/offloading behavior regression." + "reason": "Unrelated: SigLIP2 documentation/example errors vs quantization/offloading behavior." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Different models and different symptoms: SigLIP2 pipeline output issue versus CamemBERT masked-LM regression." + "reason": "Different underlying problems: PEFT local checkpoint loading vs quantization offloading not behaving as expected." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is not the same as offloading behavior under quantization." + "reason": "Different model-specific regressions: SigLIP2 pipeline outputs vs CamemBERT masked LM predictions." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token post-processor updates and BigBirdTokenizer mask-token registration are separate tokenizer bugs." + "reason": "Related tokenizer area, but different bugs: runtime special-token updates vs BigBird mask token registration/decode output." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation maps in an image processor are unrelated to the GenerationMixin import error." - }, - { - "left": "issue:43421", - "right": "issue:44186", - "accept": false, - "reason": "Runtime special-token handling and LayoutLMv2 NER/padding crashes are different tokenizer paths." + "reason": "Completely different subsystems: image segmentation map processing vs an import error for GenerationMixin." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position-id issues involve different models and different failures." - }, - { - "left": "issue:45081", - "right": "issue:45356", - "accept": false, - "reason": "Both touch fix_mistral_regex, but one is an AttributeError when loading Mistral tokenizers and the other is a Kimi-K2.5 codec-handling regression; not clearly the same bug." - }, - { - "left": "issue:45356", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regex regression and list_repo_files revision forwarding are unrelated." - }, - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "BitNet packed-weight unpacking during loading and DAC from_latents/STE mismatch are different concrete bugs." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet accelerate-loading issues do not share a code path." + "reason": "Different Qwen VL bugs: `weight_only=True` load error vs wrong vision_position_ids for video input." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel index error and _torch_extract_fbank_features failure are unrelated." + "reason": "Both tokenizer-related, but not the same defect: post-processor updates vs LayoutLMv2 NER/padding/truncation crashes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The evaluation is conservative and grounded in the packet. The only accepted duplicate pair, issue:44514 and issue:44545, has near-identical titles, the same API, and the earlier issue is correctly chosen as canonical. The other soft-edge rejections are appropriately cautious based on the visible titles and do not overstate evidence." + "feedback": "The analyst summary is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:44514/issue:44545, is clearly the same Qwen2_5_VLProcessor.apply_chat_template padding=False crash and is mergeable into one fix. The representative/canonical issue choices are also supported by the titles and linkage signals, and the rejected pairs do not overclaim equivalence." }, "evaluator_used": true, "retried": false, @@ -5383,24 +5358,22 @@ "cluster_id": "cluster-10000-484", "nodes": [ "issue:30064", - "issue:34634", - "issue:36010", "issue:36331", "issue:39692", "issue:41720", "issue:43295", - "issue:43322", "issue:43335", "issue:43531", "issue:43540", "issue:43550", - "issue:43606", + "issue:43596", "issue:43611", "issue:43618", "issue:43643", "issue:43644", "issue:43653", "issue:43697", + "issue:43720", "issue:43749", "issue:43756", "issue:43819", @@ -5424,19 +5397,25 @@ "issue:45072", "issue:45081", "issue:45084", + "issue:45356", "issue:45381", - "issue:45685", "issue:45834", + "issue:45907", "issue:46294", "issue:46665", "issue:46693" ], "soft_pairs": [ + "issue:45081|issue:45356", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43596|issue:44220", "issue:43550|issue:45072", "issue:43295|issue:45834", "issue:43550|issue:43927", - "issue:43540|issue:46294", "issue:44062|issue:44488", + "issue:43540|issue:46294", "issue:45381|issue:46693", "issue:43618|issue:43697", "issue:43531|issue:43643", @@ -5445,218 +5424,227 @@ "issue:43653|issue:43819", "issue:44186|issue:44898", "issue:30064|issue:36331", - "issue:43643|issue:44877", "issue:41720|issue:44991", - "issue:43335|issue:43756", + "issue:43643|issue:44877", "issue:43550|issue:43819", + "issue:43335|issue:43756", "issue:44821|issue:45084", "issue:43540|issue:44008", "issue:44843|issue:45081", "issue:39692|issue:45834", - "issue:44485|issue:44509", "issue:44448|issue:44671", "issue:44186|issue:44442", - "issue:43644|issue:43749", - "issue:43322|issue:45685", - "issue:34634|issue:36010", - "issue:43606|issue:45072" + "issue:44485|issue:44509", + "issue:43644|issue:43749" ], - "prepared_review_unit_hash": "7bdfc7280ec082b8add09a96aef8be47bac1e5060bf8973c41b04f4fbb6115db", + "prepared_review_unit_hash": "cb10a8a04965120d1ed0f6c42e2c5fb4287ac8dae13d5cde71c129a658aa6eaa", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36085, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose mix of mostly unrelated regression/loading/tokenizer/model issues; the soft pairs are semantically similar at a broad subsystem level but not the same underlying bug, so none should be merged as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43611 is the broadest, most representative regression report in the set (general model-loading breakage in Transformers 5.0.0), so it is the best umbrella issue for the cluster, even though it is not a duplicate of the others.", + "summary": "This looks like a loose cluster of mostly unrelated Transformers v5 regressions centered on loading, tokenizers/configs, and a few model-specific behavior changes. I do not see any soft pair that is clearly the same underlying bug/change, so all soft edges are rejected. The broadest representative issue is the generic model-loading regression around `base_model_prefix` / v5 compatibility.", + "confidence": 0.7, + "canonical_issue_reason": "issue:43611 is the broadest and most central regression in the set: it describes a core v5 model-loading breakage, which matches the dominant theme of the cluster better than the model-specific or tokenizer-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the most suitable single issue to represent this cluster because it is generic and central to the repeated v5/loading-regression theme across several items.", + "best_issue_reason": "issue:43611 is the best standalone representative because it captures a high-level Transformers v5 loading regression rather than a narrow model- or tokenizer-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex handling, but one is a crash in `_patch_mistral_regex` and the other is a Kimi-K2.5 codec/regression warning issue; different concrete failures." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs repo file API forwarding bug; completely different code paths." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failures: BitNet accelerate-loading of packed weights vs DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Zero3/BertModel indexing failure and fbank feature extraction are unrelated subsystems and symptoms." + }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different failures: torch.compile/SDPA on one specific model vs bfloat16 dtype mismatch in another subsystem/model." + "reason": "Both touch inference/runtime behavior, but one is Bamba torch.compile+SDPA and the other is dtype mismatch in SwitchTransformers/TimmWrapperModel; not the same bug." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Custom processor/tokenizer regression and long OCR index error are unrelated bugs." + "reason": "Processor/tokenizer regression in v4.57.5 vs Kosmos2.5 OCR long-input index error; different model families and failure modes." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "One is compile-time SDPA failure; the other is config token-ID persistence after save/load." + "reason": "Torch.compile SDPA issue in Bamba is unrelated to DiaConfig save/load token-id loss." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Both involve Qwen video, but the concrete bugs differ: input processing ValueError vs chat-template video-token mismatch." + "reason": "Duplicate `special` kwarg in `AddedToken` is unrelated to loading a specific tokenizer model." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "AddedToken keyword collision is unrelated to loading a specific tokenizer model." + "reason": "Both are video-related Qwen issues, but one is a Qwen3OmniMoe processing ValueError and the other is a chat-template video token mismatch in Qwen3.5-9B; not the same concrete defect." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Video position IDs bug and FA2 long-context performance regression are different code paths and symptoms." + "reason": "Video `vision_position_ids` bug and FA2 long-context performance regression are unrelated." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "Missing attentions field in CLIPOutput is not the same as RTDetrV2 output drift in v5." + "reason": "CLIP output attentions assignment regression and RTDetrV2 output differences are separate model-specific issues." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window MoE bug and missing fields from trust_remote_code config loading are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `AutoConfig` missing fields with `trust_remote_code=True`." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both are loading-related, but one is base_model_prefix compatibility and the other is from_pretrained behavior inside Python classes." + "reason": "Both concern loading APIs, but one is a model-loading break due to `base_model_prefix` and the other is inconsistent `from_pretrained` behavior inside Python classes; different bugs." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction failure and tokenizer-mapping add-new-model bug do not share the same underlying issue." + "reason": "Audio fbank extraction and `add-new-model-like` mapping behavior are unrelated." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration and DAC latent reconstruction mismatch are unrelated." + "reason": "Tokenizer special-token registration and DAC latent conversion are unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver image-resolution handling are different components and bugs." + "reason": "LayoutLMv2 tokenizer padding/truncation crash and Perceiver non-default-resolution classification failure are unrelated." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void-segmentation handling and Trainer compute_loss signature mismatch are unrelated." - }, - { - "left": "issue:43643", - "right": "issue:44877", - "accept": false, - "reason": "Both concern config/loading strictness, but one is missing fields under remote code and the other blocks granite_speech config specifically." + "reason": "ImageProcessor segmentation-map handling and CustomTrainer `compute_loss` signature mismatch are different layers of the stack." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to tokenizer loading failure for est-roberta." + "reason": "Qwen3 auto device mapping CUDA assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Sparse-layer construction bug and RoPE-layer dropping bug are different architecture/config issues." + "reason": "Both are config-loading regressions, but one is missing custom fields with `trust_remote_code` and the other is strict config blocking `granite_speech`; not the same underlying issue." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "SDPA compile failure and DAC latent mismatch are entirely different code paths." + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC `from_latents` mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse layer creation in SwitchTransformers and Smollm3 RoPE layer dropping are different configuration bugs." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + "reason": "AutoImageProcessor URL loading and a template-node compilation TypeError are unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen video-input processing and Gemma3n variable-name collision are different bugs." + "reason": "Qwen3OmniMoe video processing failure and Gemma3n variable-name collision are unrelated multimodal bugs." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both are Mistral-tokenizer-related, but one is an offline model_info call and the other is a backend_tokenizer attribute crash." + "reason": "Offline `model_info()` call in `_patch_mistral_regex` and backend-tokenizer attribute crash are both tokenizer-related but distinct failures." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs example errors and Kosmos2.5 OCR indexing are unrelated." - }, - { - "left": "issue:44485", - "right": "issue:44509", - "accept": false, - "reason": "GLM-5 RoPE discussion and stale docs about removed pipelines are not the same bug or change." + "reason": "SigLIP2 doc example errors and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM prediction bug." + "reason": "Pegasus v4/v5 output drift and CamemBERT masked LM regression are separate model-specific output bugs." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated." - }, - { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Non-persistent buffer initialization bug and FSDP CPU RAM efficient loading breakage are different problems." + "reason": "LayoutLMv2 NER/padding crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer issues." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Llava Next segfault and MPS histogram-on-int error are unrelated." + "reason": "GLM-5 RoPE implementation discussion and docs about removed pipeline tasks are unrelated." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "BarkProcessor voice_preset issue and GenerationMixin import error are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:45072", - "accept": false, - "reason": "Both mention dtype/device behavior, but one is Bark CPU offload mismatch and the other is SwitchTransformers/TimmWrapper bfloat16 inference mismatch." + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are different loading/runtime regressions." } ] }, @@ -5683,13 +5671,14 @@ "issue:28218", "issue:29159", "issue:34634", - "issue:36331", - "issue:42175", + "issue:36010", + "issue:43322", "issue:43388", "issue:43421", "issue:43540", "issue:43577", "issue:43582", + "issue:43606", "issue:43645", "issue:43716", "issue:43720", @@ -5705,7 +5694,6 @@ "issue:44479", "issue:44561", "issue:44610", - "issue:44671", "issue:44805", "issue:44811", "issue:44936", @@ -5713,12 +5701,11 @@ "issue:44991", "issue:45020", "issue:45072", - "issue:45081", "issue:45183", "issue:45381", "issue:45479", "issue:45584", - "issue:45701", + "issue:45685", "issue:45834", "issue:45987", "issue:46032", @@ -5730,231 +5717,234 @@ "issue:46665" ], "soft_pairs": [ - "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:34634|issue:36010", + "issue:43606|issue:45072", "issue:45584|issue:45834", + "issue:45183|issue:45479", "issue:43716|issue:44008", - "issue:43388|issue:46032", "issue:44479|issue:45834", "issue:43950|issue:45987", + "issue:43388|issue:46032", "issue:43582|issue:46512", - "issue:43825|issue:43994", "issue:44991|issue:46291", + "issue:43825|issue:43994", "issue:43577|issue:43818", "issue:46294|issue:46463", "issue:43782|issue:44977", "issue:44561|issue:45020", "issue:43421|issue:44811", "issue:44805|issue:44936", - "issue:43540|issue:45381", "issue:44610|issue:45072", "issue:43720|issue:45072", + "issue:43540|issue:45381", "issue:43825|issue:43827", "issue:28218|issue:29159", "issue:43749|issue:44291", "issue:43645|issue:46665", "issue:43577|issue:43582", - "issue:45987|issue:46192", - "issue:44671|issue:45701", - "issue:42175|issue:45081", - "issue:34634|issue:36331" + "issue:45987|issue:46192" ], - "prepared_review_unit_hash": "7a4ddb11767fb234e3ba13ad48894d4237f134bc33cf02c8dac0e32989df42d4", + "prepared_review_unit_hash": "fa517b950ba29c52414f72a2996a312827da234913a1894e235c840157f05a9d", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36324, - "estimated_input_tokens": 9081, - "estimated_eval_tokens": 18418 + "serialized_chars": 35668, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not a true duplicate set; it mixes unrelated bugs across tokenization, model loading, video, training, and dtype issues. All soft edges should be rejected. If a single representative issue is needed, the broadest umbrella is the remote_code/v5 regression report.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style report in the set, covering recent-version breakage of remote_code models. It is not a perfect cluster match, but it is the most representative high-level issue among these heterogeneous reports.", + "summary": "The set is mostly heterogeneous, with only one plausible duplicate pair around tokenizer added-token spacing versus slow/fast tokenizer inconsistency. Everything else appears to be separate bugs or regressions in different code paths.", + "confidence": 0.84, + "canonical_issue_reason": "issue:29159 is the broader, more canonical tokenizer report: it covers the same slow-vs-fast inconsistency that issue:28218 describes as an extra-space-after-added-token symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most suitable cluster representative because it is the widest regression summary and closest to the recurring v5 breakage theme. The rest of the items are too diverse to collapse into one duplicate.", + "best_issue_reason": "issue:29159 is the best issue anchor because it is the broader, more central description of the tokenizer problem and subsumes the more specific added-token spacing report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime failures: Llava Next loading segfault vs MPS int histogram support error." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated components and symptoms: BarkProcessor voice_preset vs GenerationMixin import failure." + }, + { + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "One is decoder/input validation messaging; the other is a zero-loss classification bug. Different failure modes and code paths." + "reason": "Both are model-loading/inference bugs, but the concrete failures differ: CPU offload device mismatch vs bfloat16 dtype mismatch." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation vs Kosmos2.5 OCR index error. Unrelated models and symptoms." + "reason": "Different pipelines and root causes: Whisper empty transcription handling vs Kosmos2.5 long OCR index error." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Image preprocessor dtype mismatch vs Gemma3n variable name collision. Different subsystems and bugs." + "reason": "These are distinct: input validation error messaging vs degenerate zero loss in sequence classification." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Metric-gathering label truncation vs Mamba2 cache correctness. No shared concrete bug." + "reason": "Different models and bugs: dtype mismatch in Mistral-3 preprocessing vs Gemma3n variable-name collision." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video regression vs Kosmos OCR long-input index error. Not the same underlying issue." + "reason": "Separate regressions: Qwen video-input handling vs Kosmos2.5 OCR index error." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained vs StaticCache seq length return type. Different code paths." + "reason": "Different subsystems: non-persistent buffer corruption in from_pretrained vs StaticCache sequence-length return type." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "Apple Silicon allocator TypeError vs stale config.dtype after from_config. Distinct issues." + "reason": "Unrelated training/eval issues: gather_for_metrics label truncation vs Mamba2Mixer use_cache correctness." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Error-message wording about pipeline support vs wrong predictions from AutoModel/pipeline. Not the same bug." + "reason": "Unrelated dtype/Apple Silicon warmup TypeError vs from_config stale config.dtype." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure vs kernels dependency import failure. Different failure points." + "reason": "Tokenizer loading failure for a specific model vs importing pipelines breaking on kernels version requirements." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline, but one is an error message regression and the other is wrong model outputs; not the same bug." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype state bug vs Video-LLaVA tower architecture/weights issue. Unrelated." + "reason": "Different multimodal model issues: Blip2 dtype propagation vs Video-LLaVA architecture/weights problem." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen video token/feature mismatch vs T5 decoder validation error. Different models and errors." + "reason": "Different validation paths and models: Qwen3.5 video feature/token mismatch vs T5 decoder-input error messaging." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error vs Qwen3.5 flash-attention generation bug. Not the same underlying defect." + "reason": "Different failures: from_pretrained weight_only error vs generation failure with flash-attention." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Specific missing helper regression vs broad remote_code breakage report. Related theme, but not one concrete duplicate." + "reason": "The second is a broad umbrella over remote_code breakages; the first is one specific removed helper. Not clearly the same concrete bug." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token post-processor update bug vs Whisper batch_decode skip_special_tokens handling. Different components." + "reason": "Tokenizer backend special-token update issue vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/tensor shape mismatch vs evaluate() failing after train(). Symptoms and code paths differ." - }, - { - "left": "issue:43540", - "right": "issue:45381", - "accept": false, - "reason": "Different Qwen video regressions in different models and stages; too broad to be duplicates." + "reason": "Different failure modes: mask shape IndexError vs trainer.evaluate after train regression." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor output size mismatch vs bfloat16 dtype mismatch. No overlap in concrete bug." + "reason": "Different model families and code paths: image size mismatch vs dtype mismatch in inference." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading bug vs dtype mismatch in inference. Unrelated." + "reason": "Packed-weight loading bug vs dtype mismatch bug; not the same underlying issue." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs, but they target different models and concrete defects." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Runtime error-message issue vs documentation lag after pipeline removals. Related topic, not same bug." + "reason": "One is an error-message regression, the other is stale documentation; related topic but not the same bug/change." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "Added-token spacing bug vs general slow/fast tokenizer inconsistency. Too broad to merge confidently." + "accept": true, + "reason": "Likely the same tokenizer bug: 28218 is the specific added-token extra-space symptom, while 29159 describes the broader slow/fast tokenizer inconsistency." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM-efficient loading breakage vs init_empty_weights unexpected argument error. Different loader paths." + "reason": "Different loading regressions: FSDP CPU RAM efficient loading vs init_empty_weights unexpected argument handling." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Notebook custom-model initialization regression vs from_pretrained inside Python classes. Similar context, but not the same issue." + "reason": "Both involve model initialization, but the reported failures are different enough that they do not look like the same bug." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Model/preprocessor dtype mismatch vs allocator warmup TypeError. No shared code-path bug." + "reason": "Completely different problem areas: dtype propagation in BLIP2 vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "Cache sequence-length return type bug vs silently ignored return_tensors. Different APIs." - }, - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "CamemBERT MLM prediction regression vs broad tokenization-version-change report. Not the same concrete defect." - }, - { - "left": "issue:42175", - "right": "issue:45081", - "accept": false, - "reason": "Install backend dependency issue vs Mistral regex patch crash. Unrelated." - }, - { - "left": "issue:34634", - "right": "issue:36331", - "accept": false, - "reason": "BarkProcessor voice_preset issue vs CustomTrainer compute_loss signature breakage. Different subsystems." + "reason": "Different API regressions: StaticCache sequence length type vs ignored return_tensors when text_kwargs is passed." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and appropriately conservative. The only accepted soft-edge pair, 28218 vs 29159, is plausibly the same tokenizer-family bug, while the remaining pairs are credibly separated by model, subsystem, or failure mode." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5971,11 +5961,10 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ + "issue:34634", "issue:36010", "issue:36331", - "issue:39692", "issue:42175", - "issue:42490", "issue:43257", "issue:43262", "issue:43329", @@ -5988,7 +5977,6 @@ "issue:43645", "issue:43653", "issue:43697", - "issue:43720", "issue:43742", "issue:43782", "issue:43819", @@ -5998,7 +5986,7 @@ "issue:44368", "issue:44554", "issue:44589", - "issue:44610", + "issue:44671", "issue:44857", "issue:44912", "issue:44936", @@ -6013,6 +6001,7 @@ "issue:45406", "issue:45538", "issue:45600", + "issue:45701", "issue:46209", "issue:46285", "issue:46291", @@ -6021,231 +6010,231 @@ "issue:46728" ], "soft_pairs": [ + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:34634|issue:36331", "issue:45003|issue:46285", "issue:46697|issue:46728", "issue:43653|issue:44912", "issue:43582|issue:44857", "issue:43262|issue:43819", "issue:44589|issue:45042", - "issue:43782|issue:45325", "issue:43742|issue:45020", + "issue:43782|issue:45325", "issue:45081|issue:45406", "issue:45372|issue:46326", "issue:45084|issue:45538", "issue:43550|issue:44912", "issue:43526|issue:43697", "issue:43329|issue:45600", - "issue:44060|issue:44368", "issue:43526|issue:44554", + "issue:44060|issue:44368", "issue:43452|issue:44991", "issue:43257|issue:43329", "issue:36010|issue:36331", - "issue:43906|issue:46209", "issue:36010|issue:43645", + "issue:43906|issue:46209", "issue:43819|issue:43927", "issue:43531|issue:45042", "issue:43638|issue:44936", - "issue:42175|issue:46291", - "issue:43720|issue:44610", - "issue:42490|issue:43257", - "issue:39692|issue:44912" + "issue:42175|issue:46291" ], - "prepared_review_unit_hash": "a6b26e2dfab313656ea2a4d8e171ee34b22028d5046227900d97b291cc86f1e8", + "prepared_review_unit_hash": "fbaea6d5fa4d145bfd3e6b78d588e8b8acd1e956795db7bfc9e188175f42ca54", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36588, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "serialized_chars": 35874, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated Transformers issues spanning loading/import, multimodal processors, quantization, and training edge cases. No soft pair looks like a true duplicate; the cluster is too heterogeneous for any PR-style merge candidate to apply.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella: a recent-version regression that breaks model loading via `remote_code`, which is the closest representative of the cluster\u2019s repeated import/load failure theme.", + "summary": "This cluster is mostly heterogeneous: tokenizer, processor, training, quantization, and backend/runtime issues that only share broad transformer-adjacent vocabulary. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a safe canonical representative for the whole set; the items span unrelated bugs across many subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most representative high-level user-facing regression among the set. It is broad enough to encompass several loading-time failures, though it is not a true duplicate of most other issues.", + "best_issue_reason": "Issue 45020 is the broadest thematic anchor here, but it is still only a loose umbrella for remote_code regressions and not a true duplicate target for the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction bug vs a broad tokenizer-version regression; same library, different failure mode and code path." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency gap vs mistral tokenizer regex patch crash; unrelated symptoms and subsystems." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Audio voice_preset bug vs trainer.compute_loss signature break; completely different components." + }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Different failures: unsafe `sys.modules` access versus CLIP text-model structure inconsistency. Same broad area, not the same bug." + "reason": "Unsafe sys.modules access in modeling_utils vs CLIP text model structural inconsistency; different model-loading problems." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-processor bugs, but one is over-padding in Swin2SR and the other is wrong patch counting in Aria; distinct code paths and symptoms." + "reason": "Both are image-processor issues, but one is over-padding and the other is patch counting; not the same bug." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token decode bug versus MXFP4 quantization/load fallback. No shared underlying defect." + "reason": "BigBirdTokenizer special-token registration bug vs MXFP4 quantization fallback; unrelated." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup `TypeError` and CUDA AMP crash are unrelated runtime issues." + "reason": "Apple Silicon allocator TypeError vs CUDA AMP loss crash; different platforms and failure points." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default bug versus DAC latent/STE mismatch. Different components and behavior." + "reason": "Audio chat-template sampling-rate default vs DAC latent/forward mismatch; different audio paths." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to PIL image processors requiring torchvision." + "reason": "Float8 storage lookup failure vs PIL backend requiring torchvision; unrelated runtime/dependency issues." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Qwen3VL weight-only loading error and Qwen2.5-VL rope-index scaling bug are separate model-specific issues." + "reason": "Specific MobileLLM key error vs broad remote_code breakage; too different to be the same bug." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "A specific key error while loading one model is not the same as the broad `remote_code` regression." + "reason": "Qwen3VL weight_only load error vs Qwen2.5-VL rope-index scaling bug; different models and code paths." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch crash and Gemma4 processor missing `_tokenizer` are different load-time failures." + "reason": "Both involve processor loading, but one is mistral regex patching and the other is a missing _tokenizer attribute in Gemma4Processor." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve `mistral_common`-adjacent processor behavior, but one is an import error for Gemma 4 loading and the other is `continue_final_message` logic; not the same bug." + "reason": "mistral_common import failure for Gemma 4 processor loading vs continue_final_message behavior; shared dependency name only." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error and CLIP tokenizer max-length bug are unrelated." + "reason": "Template compilation TypeError vs tokenizer model_max_length constant; unrelated tokenizer/template behaviors." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is a different code path from MXFP4 quantized loading fallback." + "reason": "torch.compile SDPA bug in Bamba vs quantization fallback in git-oss-20b; different failure surfaces." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "`reduce_labels` returning the wrong shape in BEiT is unrelated to RTDetrV2 output divergence in v5." + "reason": "BeitImageProcessorFast reduce_labels bug vs RTDetrV2 output mismatch in v5; different image-model issues." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined video-token helper variables versus stale auto-mapping references; both are CI/runtime regressions, but not the same defect." + "reason": "Multimodal token counting video-branch bug vs stale auto_mappings reference to removed configs; unrelated code paths." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Both mention tied-weights warnings in Qwen models, but one is an incorrect tying/warning bug and the other is a config warning during LoRA fine-tuning." + "reason": "Image processor label reduction bug vs MPS attention correctness issue; no shared underlying defect." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Image-label reduction bug and MPS attention correctness issue are unrelated." + "reason": "Both mention tied-weights warnings in Qwen models, but one is a modeling_utils bug and the other is a user-facing config warning in fine-tuning; not the same fix." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "`gguf_file` loading breakage and tokenizer loading regression for a specific model are not the same underlying issue." + "reason": "gguf_file loading regression vs tokenizer loading failure for est-roberta; different load mechanisms." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion during accelerate/deepspeed loading is unrelated to multimodal token counting." + "reason": "Qwen3 MOE weights conversion under accelerate+deepspeed vs multimodal token counting video bug; unrelated model-loading vs token-count logic." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import error and trainer `compute_loss` signature mismatch are distinct API breakages." + "reason": "GenerationMixin import error vs custom trainer loss signature mismatch; both API breaks, but not the same underlying change." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "A reproduction of an older issue is not the same as the FP8 B200 inference limitation." + "reason": "ImportError from transformers.generation vs Jupyter custom-model initialization breakage; distinct import/runtime failures." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage have different causes." + "reason": "A reproduction of an older issue vs an FP8 inference failure on B200; one is a test case, the other a hardware-specific bug." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID persistence loss are unrelated." + "reason": "DAC latent/forward mismatch vs DiaConfig losing custom token IDs after save/load; different audio/model configuration defects." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and PIL/torchvision backend requirements are separate issues." + "reason": "Qwen3-MoE sliding_window issue vs PIL backend torchvision dependency regression; unrelated." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero-3/non-pretrained Bert indexing failure and `evaluate()` after `train()` failure do not share a concrete code path." + "reason": "Deepspeed ZeRO-3 index error during training vs evaluate-after-train failure; different trainer lifecycle bugs." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Missing TensorFlow backend for `.[torch]` install and kernels version/revision import failure are unrelated packaging issues." - }, - { - "left": "issue:43720", - "right": "issue:44610", - "accept": false, - "reason": "BitNet packed-weight loading and OmDet processor image-size mismatch are different model/processor bugs." - }, - { - "left": "issue:42490", - "right": "issue:43257", - "accept": false, - "reason": "Trailing-slash local path warning and Qwen3 MoE accelerate/deepspeed conversion failure are not the same bug." - }, - { - "left": "issue:39692", - "right": "issue:44912", - "accept": false, - "reason": "SigLIP2 docs-example problems and MXFP4 quantized model loading are unrelated." + "reason": "Backend package selection problem vs kernels v0.15 import constraint for pipelines; unrelated dependency issues." } ] }, @@ -6274,7 +6263,9 @@ "issue:29870", "issue:34567", "issue:38175", + "issue:39692", "issue:40990", + "issue:42490", "issue:42915", "issue:43257", "issue:43262", @@ -6288,6 +6279,7 @@ "issue:43643", "issue:43650", "issue:43696", + "issue:43720", "issue:43742", "issue:43746", "issue:43749", @@ -6305,10 +6297,8 @@ "issue:44821", "issue:44912", "issue:44977", - "issue:44987", "issue:45042", "issue:45459", - "issue:45538", "issue:45759", "issue:45803", "issue:45859", @@ -6318,6 +6308,9 @@ "issue:46701" ], "soft_pairs": [ + "issue:43720|issue:44610", + "issue:42490|issue:43257", + "issue:39692|issue:44912", "issue:38175|issue:44610", "issue:43746|issue:44811", "issue:43643|issue:45759", @@ -6326,11 +6319,11 @@ "issue:43257|issue:43696", "issue:43262|issue:44811", "issue:43257|issue:43931", - "issue:46421|issue:46424", "issue:42915|issue:43742", + "issue:46421|issue:46424", "issue:43329|issue:44479", - "issue:45459|issue:45803", "issue:43329|issue:43450", + "issue:45459|issue:45803", "issue:43749|issue:44756", "issue:44291|issue:45042", "issue:42915|issue:44821", @@ -6342,193 +6335,204 @@ "issue:43454|issue:43577", "issue:43525|issue:46291", "issue:29159|issue:34567", - "issue:28282|issue:29870", - "issue:44987|issue:45538" + "issue:28282|issue:29870" ], - "prepared_review_unit_hash": "233345e7a771dc122b0f69db15cddab5cbe8b908f458c0422048aa7af0c8932b", + "prepared_review_unit_hash": "3fe71c5cd23092718f57f881e47f792c48f368675e5991d5f2dbda50a8308b24", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34996, - "estimated_input_tokens": 8749, - "estimated_eval_tokens": 17754 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36249, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly spans unrelated bugs across loading, tokenization, multimodal processing, caching, and quantization. None of the soft pairs look like true duplicates of the same underlying fix, so all are rejected. The clearest representative issue is the broad FSDP CPU RAM-efficient loading regression, but there is no obvious canonical duplicate target for the whole set.", - "confidence": 0.83, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated single-bug issues across transformers subsystems; none of the soft-edge pairs look like true duplicates or the same fix target. The cluster is heterogeneous, so the best canonical issue is the broadest/high-signal one rather than a shared root cause.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43749 stands out as the most central representative: it has the highest discussion/inbound activity and concerns a broad loading-path regression with multiple downstream references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the strongest representative of the set: it has the broadest infrastructure impact, multiple inbound references, and a central loading/memory-management failure mode. It is not a duplicate of the other issues, but it is the best single issue to anchor the cluster if one must be chosen.", + "best_issue_reason": "issue:43749 is the best standalone issue in this set because it appears impactful, well-documented, and broadly relevant compared with the many narrow model-specific regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different failures: packed-weight unpacking during accelerate loading vs processor/model image-size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to Qwen MOE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/example errors are not the same bug as gpt-oss-20b MXFP4 quantization fallback." + }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different models and failures: unexpected zero probabilities in Siglip2 vs image preprocessing size mismatch in OmDet-Turbo." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the OmDet-Turbo 224px/640px processor-model mismatch." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Unrelated paths: PEFT/local checkpoint loading vs Whisper batch_decode skipping special tokens." + "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens are separate code paths." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both touch config handling, but one is missing fields from trust_remote_code AutoConfig and the other is AutoModelForCausalLM.from_config not unwrapping text_config; different code paths and fixes." + "reason": "Different config-loading issues: missing fields with trust_remote_code vs not unwrapping text_config in from_config." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is an int4 quantization reserved-memory regression and the other is a Sam3Video runtime OOM; not the same bug." + "reason": "Both are memory-related at a high level, but one is int4 reserved-memory growth and the other is a model-specific OOM." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and different failures: GLM-4.7 loading in tests vs Qwen3.5 flash-attention generation regression." + "reason": "GLM unit-test loading failure is not the same as Qwen3.5 flash-attention generation corruption." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GPT-oss-20b CUDA OOM." + "reason": "Accelerate+deepspeed weight conversion bug is unrelated to plain CUDA OOM during GPT-oss-20b inference." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is separate from Whisper batch_decode parameter handling." + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode special-token handling are distinct defects." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3-related loading issues, but one is MoE weight conversion with accelerate/deepspeed and the other is Qwen3-VL weight-shape mismatch; not the same concrete bug." + "reason": "MOE weight conversion during accelerate loading is not the same as a Qwen3-VL weight-shape mismatch." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Same broad cache area, but one is lazy-init causing recompilation and the other is max_cache_length only applying to quantized cache; distinct logic bugs." + "reason": "FineGrainedFP8Config failure and MobileLLM key error are unrelated loading/config problems." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Different model loading failures: FineGrainedFP8Config for Qwen3Moe vs a key error loading MobileLLM-125M." + "reason": "Same broad cache area, but one is lazy-init recompilation with chunked prefill and the other is max_cache_length scoping." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both involve video handling, but one is undefined variables in multimodal token counting while the other is a v5.3.0 video-input regression across several models." + "reason": "Undefined video-token counting helpers and the v5.3.0 video-input regression are different concrete bugs." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Both involve error handling, but they are different functions and bugs: tokenizer protobuf decode fallback vs FuyuBatchFeature.convert_to_tensors swallowing errors." + "reason": "One is an undefined-variable bug in multimodal token counting; the other is a batched video-shape bug." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Video-token counting undefined-variable bug is separate from batched video processor shape output issues." + "reason": "Tokenizer error masking from protobuf handling is not the same as a bare-except bug in Fuyu tensor conversion." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both are memory-related, but one is FSDP CPU RAM-efficient loading and the other is disabling mmap on Strix Halo to avoid OOM; different root causes and fixes." + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different memory-related issues." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Completely different bugs: init_empty_weights TypeError from _is_hf_initialized vs PIL backend image processors unnecessarily requiring torchvision." + "reason": "init_empty_weights argument compatibility is unrelated to PIL backend processors requiring torchvision." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Unrelated: Qwen3Moe FineGrainedFP8Config failure vs AutoImageProcessor loading from URL." + "reason": "Qwen MOE FP8 config failure has nothing to do with loading AutoImageProcessor from a URL." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but the affected model/components differ and the failures are different: bark-small device mismatch vs Qwen3_5MoeTextRotaryEmbedding forward incompatibility." + "reason": "CPU offload device mismatch in bark-small is a different code path from Qwen3_5Moe rotary embedding offload compatibility." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count tracking bug is unrelated to GPT-oss-20b perplexity behavior." + "reason": "TrainerState token accounting and GPT-oss-20b perplexity are unrelated issues." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "ADD THE DATA is not a technical bug report, while the other is an isolated reproduction of a specific issue." + "reason": "The placeholder issue and the isolated reproduction of issue 38071 are not the same underlying bug." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different pipelines and failure modes: Qwen3OmniMoe video input ValueError vs DiffusionGemma image-text-to-text pipeline not working." + "reason": "Qwen3OmniMoe video-processing ValueError and DiffusionGemma pipeline failure are unrelated model/pipeline bugs." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token-ID loss causing IndexError is unrelated to MXFP4 quantization falling back to bf16." + "reason": "DiaConfig save/load token-ID loss is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying bug is unrelated to Blip2 dtype not propagating to float16/bfloat16." + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are different model-initialization issues." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to the kernels v0.15 import-time version/revision error." + "reason": "Llama4Config missing pad_token_id is unrelated to kernels import requiring version/revision." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is a different subsystem from TrainerState token counting." + "reason": "Tokenizer slow/fast inconsistency and TrainerState num_input_tokens_seen not updating do not share the same bug." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch import failure for AutoModel is unrelated to Bart generate() using decoder_attention_mask before assignment." - }, - { - "left": "issue:44987", - "right": "issue:45538", - "accept": false, - "reason": "Model load regression for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length behavior." + "reason": "AutoModel missing PyTorch and Bart generate decoder_attention_mask initialization are completely separate failures." } ] }, @@ -6560,6 +6564,7 @@ "issue:33357", "issue:34567", "issue:34689", + "issue:36331", "issue:38175", "issue:41720", "issue:42175", @@ -6601,6 +6606,7 @@ "issue:46693" ], "soft_pairs": [ + "issue:44987|issue:45538", "issue:44568|issue:45356", "issue:28282|issue:34689", "issue:43425|issue:46291", @@ -6612,233 +6618,246 @@ "issue:42175|issue:43824", "issue:43742|issue:44291", "issue:28282|issue:29127", - "issue:44479|issue:46693", "issue:43317|issue:45538", + "issue:44479|issue:46693", "issue:44062|issue:44991", "issue:43577|issue:46512", "issue:43452|issue:43582", "issue:44849|issue:45701", "issue:42915|issue:43749", "issue:41720|issue:43540", - "issue:43540|issue:44560", "issue:27957|issue:28282", + "issue:43540|issue:44560", "issue:44291|issue:44821", "issue:24643|issue:29159", "issue:42175|issue:44488", "issue:43540|issue:44479", "issue:44987|issue:45907", - "issue:44479|issue:45381", "issue:38175|issue:44898", - "issue:44568|issue:45488" + "issue:44568|issue:45488", + "issue:44479|issue:45381", + "issue:34567|issue:36331" ], - "prepared_review_unit_hash": "3b5b51b1b2b1a80f2eb069ac4695410d921c52b187f68c47c2b23c6f2d2f9421", + "prepared_review_unit_hash": "961cb160299ffd17709e4a7b48dbc93e2f962c3b381e18b481f63beacbc7afa0", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35860, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37057, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated bug reports across tokenization, model loading, vision/video, dtype, and distributed-training code paths. Only one soft pair looks plausibly duplicate; the rest are related only by broad subsystem or model family, not the same concrete bug.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45701 is the broadest representative of the recurring tokenization-regression theme and has the strongest cross-reference activity, but the cluster overall is not a true duplicate set.", + "summary": "This cluster is mostly a mix of unrelated closed issue reports across tokenizer loading, model dtype/loading, training, and video/VL regressions. Nearly all soft pairs are false positives; only the Qwen video-input regression pair looks like the same underlying bug thread.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the broadest and most representative report in the only near-duplicate family here: a Transformers 5.3.0 video-input regression affecting Qwen VL variants.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best single issue to represent the cluster because it is generic, high-activity, and closest to the main repeated pattern among the tokenization-related items.", + "best_issue_reason": "issue:44479 best represents the cluster\u2019s clearest duplicated bug because it captures the shared Qwen video-input regression at a higher level than the narrower follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: one is a loading regression for a specific model, the other is CLIPTokenizer max_length behavior." + }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer bugs, but one is about add_special_tokens not adding BOS/EOS and the other is a Kimi-K2.5 codec/regression issue; different code paths." + "reason": "Both are tokenizer regressions, but they concern different failure modes and model families." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch import vs Llama 3.2 Vision model loading breakage; different failure modes and causes." + "reason": "Unrelated: PyTorch import detection versus a Llama Vision model-loading regression." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and kernels revision/version requirement are separate dependency problems." + "reason": "Separate problems: Torch version incompatibility versus a kernels package revision/version requirement." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max_length bug are unrelated." + "reason": "Different areas entirely: Qwen3MoE FP8 config handling versus tokenizer max_length." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT minimum-version bump." + "reason": "DeepSpeed ZeRO3 runtime error and PEFT version pinning are unrelated." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are different model-specific regressions." + "reason": "Different model/code paths: RTDetrV2 output changes versus Qwen3.5 save_pretrained key regression." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both touch weight tying, but one is a missing tie in a Mistral model while the other is a LoRA/extended-vocab collapse issue; not the same bug." + "reason": "Both mention weight tying, but one is a model definition bug and the other is LoRA merge collapse with extended vocab." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error in CLIP loading and TrainerState token counter not updating are unrelated." + "reason": "MacOS bus error on CLIP loading is unrelated to TrainerState token counting." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend selection issue versus missing Qwen2_5_VL symbol import; different problems." + "reason": "Backend packaging issue versus missing Qwen2.5-VL import; not the same bug." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "KeyError loading a model and unexpected _is_hf_initialized in init_empty_weights are distinct loading bugs." + "reason": "Both are loading errors, but one is a key error for a model, the other is init_empty_weights argument handling." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Missing PyTorch dependency and a LayoutLMv3 error-message clarity issue are not duplicates." + "reason": "PyTorch import error and LayoutLMv3 box-validation clarity are unrelated." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Video-input regression in Qwen VL models versus FA2 long-context performance regression are different code paths." + "reason": "Device-map/offload failure is unrelated to CLIPTokenizer max_length." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "Dequantized model device_map/offload failure and CLIPTokenizer max_length bug are unrelated." + "reason": "Both involve vision/video performance or correctness, but one is a functional video-input regression and the other is a performance regression." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-arg conflict and tokenizer loading failure for EMBEDDIA/est-roberta are different tokenizer issues." + "reason": "Tokenizer construction errors, but different causes and different models." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype propagation, but one is about BLIP2/qformer staying float32 while the other is config.dtype becoming stale; not the same concrete bug." + "reason": "Related to dtype, but one is submodule dtype sticking at float32 and the other is config.dtype being stale after from_config." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "gguf loading/tokenizer issue and Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 output_hidden_states regression and generic tokenization-version change are different issues." + "reason": "Different symptoms: Qwen3.5 hidden-state behavior versus generic tokenization changes." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading breakage are unrelated." + "reason": "Qwen3MoE FP8 config failure is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and Qwen3OmniMoe video-input ValueError are different failures." + "reason": "Different failures and code paths: auto device mapping cuda assert versus Qwen3OmniMoe video processing ValueError." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Both are video-input failures, but they affect different model families and error paths; not enough evidence of the same bug." + "reason": "Flash Attention 2 model issue and PyTorch import detection are not the same bug." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Flash Attention 2 issue in XLMRoberta and missing PyTorch import are unrelated." + "reason": "Both are Qwen video-input bugs, but they affect different models and error paths (ValueError vs StopIteration)." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are separate problems." + "reason": "Unexpected _is_hf_initialized argument is unrelated to loading AutoImageProcessor from a URL." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-shape RuntimeError and tokenizer slow/fast inconsistency are unrelated." + "reason": "DeepSpeed weight-dimension runtime error and tokenizer inconsistency are unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "TensorFlow backend packaging omission and inability to load cjvt/sleng-bert are different issues." + "reason": "Packaging/backend inclusion issue versus model-loading failure for a specific checkpoint." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both are video regressions, but they involve different models and symptoms; not clearly the same underlying bug." + "reason": "These are both Qwen video issues, but the concrete bugs differ; one is a processing ValueError, the other is a broader regression in video position handling." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model-loading failure for physical-intelligence/fast and list_repo_files revision forwarding are separate Hub/API problems." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both report the same Qwen VL video-input regression/incorrect video position-id handling in the shared preprocessing path." + "reason": "Model loading regression and list_repo_files revision forwarding are unrelated." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Siglip2 zero-probabilities and Perceiver non-default-resolution failure are different vision-model bugs." + "reason": "Different image-model correctness issues with different failure modes." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but one is about BOS/EOS insertion and the other is LlamaTokenizer overriding tokenizer.json pre-tokenizer behavior; different mechanisms." + "reason": "Different tokenizer bugs: special-token addition versus LlamaTokenizer overriding tokenizer.json pre-tokenizer behavior." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen VL video-input regression in Transformers 5.3.0; 45381 looks like a narrower manifestation of the broader bug reported in 44479." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer compute_loss signature changes are unrelated training API issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: issue:45701 is a reasonable broad representative given its generic title and highest inbound-reference activity, and the cluster is clearly heterogeneous. The single accepted soft pair is also plausibly the same Qwen VL video-input regression. The other soft-edge rejections are conservative and do not overclaim duplicate status." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:44479 with issue:45381, is plausibly the same Qwen video-input regression family based on the titles. The rejected soft pairs are generally justified by distinct titles, model families, or failure modes, and none of the verdicts overclaim beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -6863,8 +6882,6 @@ "issue:28282", "issue:29870", "issue:32090", - "issue:34567", - "issue:36331", "issue:43257", "issue:43404", "issue:43452", @@ -6873,6 +6890,7 @@ "issue:43540", "issue:43577", "issue:43716", + "issue:43720", "issue:43742", "issue:43756", "issue:43906", @@ -6885,6 +6903,7 @@ "issue:44792", "issue:44821", "issue:44877", + "issue:44898", "issue:44913", "issue:44964", "issue:45042", @@ -6908,9 +6927,8 @@ "issue:46701" ], "soft_pairs": [ - "issue:43257|issue:43756", - "issue:34567|issue:36331", "issue:44792|issue:44964", + "issue:43257|issue:43756", "issue:44062|issue:45081", "issue:43742|issue:44589", "issue:44737|issue:46463", @@ -6919,213 +6937,214 @@ "issue:43756|issue:46399", "issue:43531|issue:44821", "issue:43756|issue:45325", - "issue:44568|issue:46491", "issue:43577|issue:45072", + "issue:44568|issue:46491", "issue:45405|issue:45600", "issue:43906|issue:46468", "issue:45823|issue:46463", "issue:24643|issue:29870", "issue:43404|issue:45987", - "issue:44737|issue:45588", "issue:43452|issue:44488", + "issue:44737|issue:45588", "issue:43906|issue:46693", "issue:44625|issue:44877", "issue:43526|issue:45479", "issue:45357|issue:45920", - "issue:43540|issue:46693", "issue:44913|issue:46121", - "issue:28282|issue:32090" + "issue:43540|issue:46693", + "issue:28282|issue:32090", + "issue:43720|issue:44898" ], - "prepared_review_unit_hash": "193fc4e0ba914115cf106ba367e2badcbe5fd7f2048881f3d163ebf1d471468f", + "prepared_review_unit_hash": "98a8fa7ef0b3d0a1b7e93127b3c54924771be43e271a0e986f3f406aaa2bf7ae", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35598, - "estimated_input_tokens": 8900, - "estimated_eval_tokens": 18056 + "serialized_chars": 35635, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem wording (tokenizers, trainer, config, multimodal) but not the same concrete bug or code path. I would not merge any of the candidate pairs.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45920 is the broadest, highest-signal regression in the set (multi-model AutoTokenizer token ID corruption), so it is the least-bad cluster anchor despite the overall heterogeneity.", + "summary": "This cluster is heterogeneous: most items are unrelated Transformers bugs/regressions across different models, tokenizers, configs, and loading paths. I found no true duplicate pair among the suggested soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "If a representative issue must be chosen, issue #45920 is the broadest user-facing regression in the set (multi-model AutoTokenizer wrong IDs) and has the strongest cross-cutting impact; however, the cluster does not actually contain a clear duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest representative issue here because it has a clear regression, broad impact across multiple models, and concrete reproduction details.", + "best_issue_reason": "Issue #45920 is the best single issue here because it describes a widespread regression affecting several models and is more broadly representative than the highly model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43257", - "right": "issue:43756", - "accept": false, - "reason": "Different failures and model families: Qwen3 MoE weight conversion under accelerate/deepspeed vs Smollm3 RoPE layer count regression." - }, - { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Both involve Trainer, but one is num_input_tokens_seen tracking and the other is a compute_loss signature break; unrelated code paths." + "reason": "Both are multimodal-related, but one is a Janus generation test failure and the other is a Phi-4 model loading regression; different code paths and symptoms." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Separate multimodal loading/generation bugs affecting different models and symptoms." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to Smollm3 RoPE layer dropping; different models and failure modes." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related crashes, but the causes differ: AddedToken argument collision vs Mistral regex patch/backend_tokenizer access." + "reason": "Tokenizer AddedToken duplication and Mistral regex patching are separate tokenizer bugs with different causes." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different model-loading failures: one is a missing key for MobileLLM, the other is a missing Float8 storage type." + "reason": "MobileLLM key lookup failure and Float8 storage deserialization are unrelated loading errors." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet rotary position CPU allocation and T5 decoder-input error messaging are unrelated bugs." + "reason": "XLNet CPU device placement bug is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency regression vs Mistral tokenizer regex crash; no shared underlying defect." + "reason": "Torchvision dependency in PIL image processors is unrelated to Mistral tokenizer regex patching." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different multimodal issues: Mistral-3 dtype mismatch in preprocessing vs DiffusionGemma image-text-to-text pipeline failure." + "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma image-text-to-text pipeline failure are different multimodal issues." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both mention Qwen/Smollm-family models, but one is RoPE layer dropping and the other is a missing decorator for kernel registration." + "reason": "Smollm3 RoPE-layer dropping and Qwen3.5 kernel registration failure are unrelated model-specific bugs." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding-window behavior has nothing to do with AutoImageProcessor URL loading." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different Qwen-related bugs: Smollm3 RoPE layers vs Qwen2.5-VL temporal position scaling." + "reason": "Both mention RoPE/positioning, but Smollm3 layer selection and Qwen2.5-VL temporal position scaling are distinct defects." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Both are tokenizer regressions, but one drops BOS/EOS insertion while the other strips a leading space on round-trip." + "reason": "Both are dtype-related, but Blip2 loading and SwitchTransformers/TimmWrapperModel bfloat16 inference are different code paths and bugs." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Both are dtype issues, but they affect different model stacks and different failure modes." + "reason": "Tokenizer special-token insertion regression and CodeLlama encode/decode whitespace regression are separate tokenizer behaviors." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Package version pinning vs stale auto_mappings references; different maintenance problems." + "reason": "A version pin to unreleased PEFT and stale auto_mappings references are unrelated maintenance issues." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "These are unrelated example/reproduction failures for different models." + "reason": "An isolated reproduction of an older issue and the Nemotron example breakage do not point to the same underlying bug." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map mismatch and T5 decoder validation messaging are unrelated." + "reason": "Gemma4 device-map mismatch and T5 decoder-input validation messaging are unrelated." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-dimension error vs Bart generate() UnboundLocalError; different layers and causes." + "reason": "DeepSpeed weight-dimension runtime error and BART decoder_attention_mask UnboundLocalError are different training/generation failures." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "Mistral3 lm_head tying bug is unrelated to StaticCache.get_seq_length returning the wrong type." + "reason": "Mistral3 lm_head tying and StaticCache return-type mismatch are unrelated implementation bugs." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "XLNet CPU arange bug and flash_attention s_aux=None crash are different code paths." + "reason": "gguf_file load failures and cjvt/sleng-bert loading issues are both model-loading related but not the same defect." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Both are load failures, but one is gguf_file argument handling and the other is a specific model loading issue." + "reason": "XLNet relative-position CPU allocation and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "An isolated reproduction issue and an FA2 long-context performance regression are not the same defect." + "reason": "The former is a reproduction report for an older bug; the latter is a long-context FA2 performance regression." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different config bugs." + "reason": "Qwen3.5 num_labels propagation and strict granite_speech config loading are different config-handling bugs." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction and single-label-classification zero-loss are distinct classification bugs." + "reason": "BEiT Fast label reduction and single-label-classification zero-loss behavior are distinct classification/preprocessing issues." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Different regressions: Qwen3.5 save_pretrained visual-key serialization vs tokenizer token-ID corruption across models." + "reason": "Incorrect visual encoder keys on save_pretrained and wrong AutoTokenizer token IDs are separate regression classes." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." + "reason": "GPTNeoX rotary_pct reload loss and rope-validation ignore-keys type handling are different RoPE/config bugs." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "GPTNeoX rotary_pct reload bug and rope-param validation TypeError are separate config-handling issues." + "reason": "Qwen3OmniMoe video-input processing and FA2 long-context performance regression are unrelated." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch-not-found import error and _gpu_broadcast_one NoneType error are unrelated." + "reason": "Missing PyTorch import and NoneType broadcast failure in Trainer are unrelated environment/runtime errors." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading and Perceiver non-default resolution handling are different model-loading bugs." } ] }, @@ -7164,11 +7183,11 @@ "issue:43653", "issue:43688", "issue:43697", - "issue:43720", "issue:43742", "issue:43749", "issue:43756", "issue:43819", + "issue:43927", "issue:43994", "issue:44361", "issue:44442", @@ -7199,7 +7218,6 @@ "issue:46701" ], "soft_pairs": [ - "issue:43720|issue:44898", "issue:43697|issue:45216", "issue:43643|issue:45375", "issue:44466|issue:45005", @@ -7207,10 +7225,10 @@ "issue:41762|issue:44936", "issue:44361|issue:44442", "issue:44493|issue:46050", - "issue:43688|issue:43749", - "issue:43525|issue:46701", "issue:43653|issue:44361", "issue:43819|issue:44811", + "issue:43525|issue:46701", + "issue:43688|issue:43749", "issue:43994|issue:44898", "issue:43452|issue:44843", "issue:38175|issue:43295", @@ -7219,74 +7237,69 @@ "issue:45372|issue:46170", "issue:45542|issue:46178", "issue:42898|issue:46491", - "issue:43646|issue:43749", - "issue:43653|issue:44568", "issue:43452|issue:43577", + "issue:43646|issue:43749", "issue:43577|issue:43697", "issue:43295|issue:45356", "issue:44464|issue:44743", + "issue:43653|issue:44568", "issue:29159|issue:33357", + "issue:43756|issue:46402", "issue:43688|issue:45704", - "issue:43756|issue:46402" + "issue:43653|issue:43927" ], - "prepared_review_unit_hash": "dbc77dcbc7cc8c55120e8f104ad4992558521f0db04ab00ac4de8f0505be37ac", + "prepared_review_unit_hash": "299c1e56f2ee2e558950a990ac9be4be30ca035f8ed4e6375273e62d3b3b73af", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36749, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous regression/bug reports across tokenizer, loading, config, and model-specific paths. None of the proposed soft edges are strong enough to treat as duplicates or mergeable same-bug reports under a strict triage standard.", - "confidence": 0.91, - "canonical_issue_reason": "issue:42898 is the broadest regression-style report here; the rest are mostly narrower, model-specific bugs.", + "summary": "The cluster is highly heterogeneous: tokenizer quirks, config/save-load regressions, model-specific loading bugs, training/eval issues, and unrelated backend/dependency errors. None of the soft pairs look like the same underlying bug/change, so all should be rejected. If a single issue must stand in as a canonical anchor, the broadest one is the generic custom-model regression ticket, but it still only loosely represents the set.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43646 is the broadest umbrella report here: a general Transformers v5 custom model initialization regression, which is closer to the overall \u201cframework regression\u201d theme than the narrow model-specific bugs around it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the most representative anchor for the cluster because it captures a general tokenizer-behavior regression rather than a model- or backend-specific failure.", + "best_issue_reason": "43646 is the most general and reusable issue in the set, but the cluster is too mixed for a truly strong canonical issue; it best serves as a weak anchor rather than a real duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43720", - "right": "issue:44898", - "accept": false, - "reason": "Different code paths and symptoms: BitNet packed-weight loading vs Perceiver image classification resize/interpolation behavior." - }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Both are regressions, but they concern different models and different failure modes: RTDetrV2 output drift vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Different models and failure modes: RTDetrV2 output drift vs Qwen3.5 checkpoint save_pretrained regression." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing config fields, but one is a generic trust_remote_code AutoConfig issue and the other is a specific Qwen3_5MoeVisionConfig field being dropped by @strict; not clearly the same bug." + "reason": "Both involve config handling, but one is missing fields from trust_remote_code AutoConfig while the other drops a specific Qwen3_5MoeVisionConfig field." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both involve tied weights, but the reports are not concrete enough to show the same underlying save/load defect; one is device-dependent lm_head serialization, the other is a broader translation-model regression." + "reason": "Both mention tied weights, but one is device-dependent serialization of lm_head.weight and the other is a translation-model-specific tied-weights issue; not the same concrete bug." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Different model families and different problems: Gemma 4 multimodal token-type defaults vs a T5 decoder-input validation error message." + "reason": "Unrelated areas: Gemma 4 mm_token_type_ids defaulting vs a T5 decoder-input validation error message." }, { "left": "issue:41762", @@ -7298,139 +7311,145 @@ "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer/loading failures, but they affect different tokenizer classes and do not point to the same underlying defect." + "reason": "Different tokenizer families and errors: MLukeTokenizer AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id key warnings are a state-dict/model-loading issue, while sinq save/load breakage is about quantized checkpoint round-tripping." + "reason": "Position-id key mismatch is unrelated to quantized-model save/load breakage after sinq quantization." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated training vs loading bugs." + "reason": "Both are tokenizer bugs, but BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are different root causes." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Llama4Config missing pad_token_id is a config-attribute issue; DiffusionGemmaGenerationOutput pipeline failure is a separate pipeline/model-output problem." + "reason": "DAC.from_latents forward mismatch and Whisper batch_decode skip_special_tokens handling are unrelated audio-model behaviors." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are different tokenizer bugs." + "reason": "Llama4Config pad_token_id attribute error is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are separate training/distributed issues." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model inference issues, but they concern different models and behaviors: SigLIP2 bad outputs vs Perceiver resolution handling." + "reason": "Different vision-model bugs: SigLIP2 nonsensical outputs vs Perceiver failing with non-default resolution/interpolate_pos_encoding." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both involve from_pretrained loading, but one is gguf_file support and the other is an offline-mode model_info call in a regex patch; different bugs." + "reason": "Both affect AutoTokenizer paths, but gguf_file loading breakage and offline model_info calls in _patch_mistral_regex are distinct bugs." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 zero-probability outputs and processor.tokenizer regression in custom model code are separate symptoms and code paths." + "reason": "Siglip2 zero-probabilities and a v4.57 custom-model regression involving processor.tokenizer/images are unrelated." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer lifecycle failure is unrelated to Gemma4 PLE device-mapping mismatch during forward." + "reason": "Trainer evaluate/train lifecycle issue is unrelated to Gemma4 PLE device placement with device_map=\"auto\"." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window/recurrent-state behavior is unrelated to MobileLLM key-loading errors." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M loading KeyError are different model/config bugs." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor loading due to mistral_common import changes and Windows ROCm torch.distributed import problems are unrelated environments and failure modes." + "reason": "Gemma 4 processor loading import failure from mistral_common is unrelated to the Windows ROCm torch.distributed dependency problem." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both mention backend registration, but tensorboard-without-TF and tensorflow_text backend mapping are different backend-selection bugs." + "reason": "Both are backend/dependency related, but tensorboard-without-TF undefined backend and tensorflow_text missing from BACKENDS_MAPPING are not the same bug." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer behavior regressions, but one is a generic v5 cleanup change and the other is a CodeLlama-specific leading-space round-trip bug." - }, - { - "left": "issue:43646", - "right": "issue:43749", - "accept": false, - "reason": "Custom model initialization breakage and FSDP RAM-efficient loading are not the same code-path problem." + "reason": "Generic v5 clean_up_tokenization_spaces behavior change is not the same as CodeLlama's leading-space round-trip regression." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Different tokenizer regressions on different models: BigBird special-token registration vs mdeberta BOS/EOS insertion." + "reason": "gguf_file AutoTokenizer/AutoModel loading breakage is unrelated to Blip2 dtype remaining float32." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "gguf_file loading regression and Blip2 dtype propagation bug are unrelated." + "reason": "A broad custom-model initialization regression is unrelated to the FSDP CPU RAM efficient loading failure." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype handling and RTDetrV2 output drift are different model-specific issues." + "reason": "Blip2 dtype propagation and RTDetrV2 output inconsistency are separate model-specific issues." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Custom processor/tokenizer regression and Kimi-K2.5 tokenizer codec/fix_mistral_regex regression are separate tokenizer/processor bugs." + "reason": "Both are regressions, but one is custom processor/model access and the other is Kimi-K2.5 tokenizer codec handling; different code paths." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3_5 recurrent-state reset are different generation-state bugs." + "reason": "Chunked generation with compiled forward and Qwen3_5MoE recurrent-state reset are distinct generation/caching bugs." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Special-token registration on BigBirdTokenizer and missing BOS/EOS insertion on mdeberta-v3 tokenizer are different tokenizer-specific defects." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Inconsistent slow vs fast tokenizer behavior is unrelated to the CLIP MacOS bus error." + "reason": "Inconsistent slow vs fast tokenizer behavior is unrelated to a MacOS bus error on a community CLIP model." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text encoder weights not loading are unrelated model-architecture/loading issues." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are unrelated training/runtime issues." + "reason": "Aux-loss normalization and T5 using apex.FusedRMSNorm with a memory leak are unrelated." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text-encoder weights not loading are different model-configuration/loading defects." + "reason": "BigBirdTokenizer special-token registration and DiaConfig losing custom token IDs after save/load are both token-related, but not the same underlying bug." } ] }, @@ -7471,7 +7490,6 @@ "issue:43577", "issue:43606", "issue:43643", - "issue:43653", "issue:43688", "issue:43720", "issue:43742", @@ -7500,19 +7518,19 @@ "issue:45701", "issue:46002", "issue:46050", + "issue:46365", "issue:46612", "issue:46693" ], "soft_pairs": [ - "issue:43653|issue:43927", "issue:43688|issue:45701", "issue:44843|issue:44991", "issue:44479|issue:44625", "issue:45491|issue:46002", - "issue:44484|issue:44704", "issue:43550|issue:44361", - "issue:33666|issue:36010", + "issue:44484|issue:44704", "issue:43742|issue:44821", + "issue:33666|issue:36010", "issue:43688|issue:45440", "issue:44734|issue:46612", "issue:44466|issue:46050", @@ -7527,236 +7545,237 @@ "issue:43720|issue:43927", "issue:33666|issue:36331", "issue:43643|issue:44561", - "issue:43278|issue:43688", "issue:43606|issue:43927", + "issue:43278|issue:43688", "issue:43782|issue:46693", "issue:43262|issue:43295", "issue:39692|issue:43493", - "issue:43493|issue:43825", "issue:43720|issue:44361", "issue:43525|issue:43572", - "issue:44964|issue:45405" + "issue:44964|issue:45405", + "issue:44554|issue:46365", + "issue:43493|issue:43825" ], - "prepared_review_unit_hash": "fa4a7b529c34d79eb1102cb9749f23531f391d99340c8dbbc2087c26dfd1adef", + "prepared_review_unit_hash": "7e49f7842cae90152f838dcdc7db42833e0ffa3cff28aa772b4fc6d32604556b", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37414, - "estimated_input_tokens": 9354, - "estimated_eval_tokens": 18964 + "serialized_chars": 37389, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated bugs and regressions. The soft-similar pairs mostly share broad vocabulary (Trainer, config, loading, generation, Qwen, etc.) but not the same concrete code path, so none should be deduplicated.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items do not form one duplicate family; they span distinct failures in training, tokenizers, generation, configs, loading, and docs.", - "canonical_pr_reason": "No PRs are present in the cluster.", - "best_issue_reason": "No single best issue stands out because there is no coherent underlying bug to represent for the cluster.", - "best_pr_reason": "No PRs are present in the cluster.", + "summary": "This cluster is heterogeneous: the soft-linked pairs cover unrelated bugs across trainers, configs, tokenization, generation, processors, and model loading. No pair looks like the same underlying fix, so all soft edges are rejected. As a cluster anchor, the broadest and most referenced issue is the tokenization/version-regression report.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45701 is the broadest, most cross-cutting regression in the set and has the most evidence of impact (multiple inbound references), so it is the best anchor issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 best represents the cluster because it is a generic version-induced behavior change, not a narrow model-specific edge case, and it has strong discussion/impact signals.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "Tokenizer special-token decode bug vs config losing custom token IDs; both mention tokens, but the failure modes and code paths differ." - }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models vs tokenization behavior changing across versions; unrelated components." + "reason": "Different bugs: auxiliary-loss normalization vs tokenization changes." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline regex/model_info call in AutoTokenizer vs tokenizer loading for EMBEDDIA/est-roberta; different bugs." + "reason": "Both involve tokenizer loading, but the failure modes and affected paths are different." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in Qwen VL models vs num_labels propagation into text config; not the same underlying issue." + "reason": "Unrelated regressions: video-input handling vs num_labels propagation." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Gemma3 sliding-window attention NaNs vs classification head NaNs after checkout/init; both are NaNs but different subsystems." - }, - { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "Question about max_shard_size vs AutoProcessor kwargs not reaching cached_file; unrelated." + "reason": "Both mention NaNs, but the root causes and code paths are unrelated." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs MLukeTokenizer AttributeError; completely different code paths." + "reason": "Different subsystems entirely: torch.compile/SDPA vs tokenizer/task AttributeError." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Multi-GPU training feature/support issue vs GenerationMixin import error; not duplicates." + "reason": "save_pretrained shard sizing vs AutoProcessor/cached_file kwargs are different issues." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "KeyError loading MobileLLM vs AutoImageProcessor loading from URL; both are loading problems but distinct APIs and failures." + "reason": "Different loading problems: model key error vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue vs GenerationMixin import failure." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization bug vs DeepSeekV3MoE divergence from remote implementation; different model internals." + "reason": "Both concern model correctness, but these are distinct implementation discrepancies." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Serve KV-cache continuation indexing bug vs beam-search cache reorder omission; both generation-related but different mechanics." + "reason": "Different generation-cache bugs in different execution paths; not one fix." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "lm_head.weight serialization inconsistency vs sinq quantized save/load breakage; different serialization/quantization issues." + "reason": "Serialization inconsistency vs quantized save/load breakage are separate problems." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast TypeError vs Qwen2-VL multi-GPU training request; not the same bug." + "reason": "Trainer broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert vs chunked generation inconsistency under compiled forward; unrelated failures." + "reason": "Auto device mapping crash vs compiled-forward chunked generation mismatch." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation mismatch vs flash-attention generation issue; both affect generation but not the same root cause." + "reason": "Both affect generation output, but one is compiled forward and the other is flash-attention-specific." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy field breaks Beit semantic-segmentation loading vs Bamba compile/SDPA issue; unrelated." + "reason": "Pretrained preset loading bug vs Bamba SDPA compile failure are unrelated." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field load failure vs BitNet packed-weights unpacking during accelerate loading; both are loading issues, but different artifacts and code paths." + "reason": "Legacy-field load failure vs BitNet packed-weight loading are different bugs." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Generation correctness bug in Qwen3.5 with flash-attention vs long-context performance regression with FA2; different symptoms and likely different fixes." + "reason": "Correctness bug in Qwen3.5 generation vs performance regression in FA2 long-context generation." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy preset loading bug vs OmDet-Turbo processor/model input-size mismatch; unrelated." + "reason": "Model preset loading and processor/model size mismatch are different issues." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation issue vs MPS attention correctness when head dims differ; different subsystems." + "reason": "Blip2 dtype loading regression vs MPS attention correctness issue." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet loading/unpacking bug vs DiaConfig save/load losing token IDs; both involve serialization, but not the same problem." + "reason": "Packed-weight accelerate loading vs config token-ID persistence are unrelated." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training issue vs CustomTrainer.compute_loss signature breakage; different Trainer regressions." + "reason": "Multi-GPU training problem vs unexpected trainer kwarg regression." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code vs removal of is_torch_fx_available breaking trust_remote_code models; same broad area, but different breakages." + "reason": "Both touch trust_remote_code, but one is missing config fields and the other is removed helper incompatibility." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Embedding dtype flips from BF16 to FP32 in eval vs auxiliary-loss normalization; unrelated." + "reason": "CPU offload device mismatch vs DiaConfig token-ID loss are unrelated." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "CPU offload device mismatch in bark-small vs DiaConfig custom token IDs loss; unrelated." + "reason": "Embedding dtype drift vs auxiliary-loss normalization are different model behaviors." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only load error vs FA2 long-context performance regression; different issues." + "reason": "from_pretrained weight_only failure vs FA2 performance regression are different failure modes." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sample-rate default vs processor.tokenizer/image passthrough regression; both processor bugs, but not the same bug." + "reason": "Audio sampling-rate default bug vs processor.tokenizer regression are separate processor issues." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Broken SigLIP2 docs example vs HF/JAX implementation discrepancy; one is documentation/example, the other is model correctness." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 implementation mismatch vs pipeline error-message wording for translation tasks; unrelated." + "reason": "Docs/example errors and implementation discrepancy in SigLIP2 are not the same concrete bug." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet load/unpack bug vs MLukeTokenizer AttributeError; unrelated." + "reason": "BitNet weight-loading bug vs MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Llama4Config missing pad_token_id vs StableLmConfig missing pad_token_idx; similar theme, but different config classes and fields." + "reason": "Similar missing-pad-field symptoms, but different config classes and code paths." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal load failure vs unreleased PEFT minimum-version bump; unrelated." + "reason": "Model loading regression vs dependency version bump are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue vs Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline error-message regression are unrelated." } ] }, @@ -7802,12 +7821,12 @@ "issue:43844", "issue:43927", "issue:43994", + "issue:44112", "issue:44361", "issue:44451", "issue:44466", "issue:44488", "issue:44514", - "issue:44554", "issue:44568", "issue:44589", "issue:44625", @@ -7820,17 +7839,16 @@ "issue:45405", "issue:45520", "issue:45584", + "issue:45759", "issue:45812", "issue:45823", "issue:46050", "issue:46192", "issue:46209", - "issue:46365", "issue:46489", "issue:46710" ], "soft_pairs": [ - "issue:44554|issue:46365", "issue:44514|issue:45290", "issue:44625|issue:45584", "issue:44977|issue:46209", @@ -7851,217 +7869,225 @@ "issue:43575|issue:45405", "issue:44792|issue:45405", "issue:43927|issue:44361", - "issue:44849|issue:45357", "issue:44589|issue:45520", + "issue:44849|issue:45357", "issue:43824|issue:44589", "issue:44568|issue:45812", "issue:44488|issue:44843", "issue:43504|issue:43606", "issue:43257|issue:43299", - "issue:43334|issue:43572" + "issue:43334|issue:43572", + "issue:43334|issue:45759", + "issue:43606|issue:44112" ], - "prepared_review_unit_hash": "aa61ab9b288b9a55703d812311506d11f5aeaf30614ba7bca1455eda5d101531", + "prepared_review_unit_hash": "eb5b984f8accdcb77ea82be8ab4580e4172123f604997f8172a2ae01ae22abb6", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36446, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "soft_pair_count": 30, + "serialized_chars": 36754, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a tight duplicate set: it mixes many unrelated tokenizer, config, loading, and training bugs. I found no soft-edge pair that looks like the same underlying issue, so all candidate links should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45812 is the strongest representative because it is a high-impact tokenizer regression with clear version-scoped behavior and multiple inbound references; it best matches the recurring theme of tokenizer/load-path breakages in this set.", + "summary": "The cluster is mostly a loose collection of tokenizer, config, and model-loading regression reports in Transformers v5, but the soft pairs are too behaviorally different to treat as true duplicates. No PRs are present.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45812 is the most central and broadly scoped tokenizer regression here: it describes a silent v4\u2192v5 break affecting all Granite models, which fits the cluster\u2019s strongest shared theme better than the narrower or unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 has the clearest, most general bug report and the broadest downstream relevance among these issues.", + "best_issue_reason": "issue:45812 is the best representative issue overall because it is concrete, high-impact, and broadly applicable; it also aligns with the most repeated topic in the cluster (tokenizer behavior regressions).", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44554", - "right": "issue:46365", - "accept": false, - "reason": "Different subsystems and failures: MPS attention correctness vs Trainer import failure due to datasets." - }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both involve chat/template APIs, but they describe different crash conditions and code paths." + "reason": "Both mention apply_chat_template crashes, but the failure modes differ: batched VL input with padding=False vs assistant tool-call messages with empty content. Not the same concrete bug." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Unrelated models and bugs: Qwen3.5 config propagation vs Whisper empty-transcription generation failure." + "reason": "One is about num_labels propagation in Qwen3.5 config; the other is Whisper generation failing after align_special_tokens. Different subsystems and root causes." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Different failure modes: Qwen3.5 flash-attention generation vs FP8 inference on B200." + "reason": "Qwen3.5 flash-attention generation problems and FP8 inference failures on B200 are unrelated code paths." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are loading problems, but one is a gguf_file regression in tokenizer/model loading and the other is a specific model load failure for ScandiBERT." + "reason": "Both are loading-related, but one is about gguf_file breaking from_pretrained APIs and the other is a specific model failing to load. Too broad to merge." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Distinct issues: Gemma4 device-map mismatch during forward vs sinq quantization save/load breakage." + "reason": "Gemma4 device-map forward mismatch vs sinq quantization save/load breakage are distinct bugs." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug and MacOS bus error on a CLIP model are unrelated." + "reason": "Tokenizer extra-space behavior and a MacOS bus error in a CLIP model are unrelated." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 incorrect outputs and return_tensors being ignored are different bugs with different scopes." + "reason": "SigLIP2 wrong outputs and return_tensors being ignored when text_kwargs is passed do not share the same concrete failure." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Ministral tokenizer BPE-marker handling vs Qwen3.5 flash-attention generation are unrelated." + "reason": "Tokenizer BPE marker handling and Qwen3.5 flash-attention generation are different issues." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Different problems: SigLIP2 parity discrepancy vs gradient growth under HfDeepSpeedConfig/ZeRO-3." + "reason": "SigLIP2 implementation discrepancy and a DeepSpeed ZeRO-3 gradient increase issue are not the same bug." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in evaluate is not the same bug as the ZeRO-3 gradient regression." + "reason": "Embedding dtype drift during evaluate and gradient blow-up under ZeRO-3 are different training/eval problems." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation/example mistakes and a processor.tokenizer regression are separate issues." + "reason": "SigLIP2 doc example errors and a regression in processor.tokenizer/custom image passing are unrelated." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Different Qwen3.5 bugs: output_hidden_states handling vs FP8 inference failure." + "reason": "Qwen3.5 output_hidden_states behavior and FP8 inference failure on B200 are separate issues." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Completely different models and failures: CLIP bus error on MacOS vs Qwen2-VL multi-GPU training." + "reason": "A bus error on MacOS and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both mention v5 regressions, but one is custom model init and the other is lm_head.weight serialization inconsistency." + "reason": "Custom model initialization breakage and lm_head serialization inconsistency affect different code paths." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both tokenizer-related, but different models and concrete failures (BOS/EOS omission vs DeepSeek-Coder tokenization regression)." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta and the other is DeepSeek-Coder output corruption tied to a specific prior fix gap; not enough evidence of one underlying bug." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference on B200 and a DeepSeek accuracy regression after upgrade are not the same bug." + "reason": "FP8 inference on B200 and an accuracy regression after upgrading Transformers are different symptom sets and likely different causes." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype regression and resume_from_checkpoint key mismatch are unrelated." + "reason": "Embedding dtype change in evaluation and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "TP OOM for a large model and an unreleased dependency version bump are unrelated." + "reason": "TP OOM when loading Qwen2-57B and an unmet PEFT version bump are not the same issue." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus test failure and PEFT version pinning are separate issues." + "reason": "Janus image-generation test failure and a dependency version bump are unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different model families and error types: custom token ID loss vs MLukeTokenizer AttributeError." + "reason": "DiaConfig custom token IDs loss and MLukeTokenizer AttributeError are different tokenizer/config bugs." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Qwen3.5 hidden-states bug and incorrect visual encoder keys on save are different code paths." + "reason": "Float8 storage lookup failure and a Python 3.13 flash_attn import key error are separate compatibility issues." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Float8 storage lookup failure and flash_attn import KeyError on Python 3.13 are unrelated." + "reason": "Qwen3.5 hidden-states behavior and incorrect visual encoder keys in save_pretrained are different regressions." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing Qwen2.5-VL and missing Float8 storage are different issues." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and Float8 storage lookup failure are unrelated." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "MDeBERTa special-token behavior and Granite token ID regression are distinct tokenizer bugs." + "reason": "Both concern tokenization regressions, but they affect different tokenizers and different mechanics (special token addition vs Granite token IDs). Not the same concrete bug." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model load failure for a specific checkpoint vs offline-mode breakage in _patch_mistral_regex are unrelated." + "reason": "Failure to load a specific BERT model and offline-mode hub access in _patch_mistral_regex are unrelated." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field model loading bug and CPU-offload device mismatch are unrelated." + "reason": "BEiT legacy-field loading and CPU offload device mismatch are different model-loading failures." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE models, but they hit different loading/conversion paths and are not the same concrete bug." + "reason": "Both involve Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a dev-version model-loading break in Qwen3VL. Not clearly the same code-path bug." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL and missing pad_token_idx in StableLmConfig are similar in theme but not the same issue." + "reason": "Qwen3-VL pad_token_id missing and StableLm pad_token_idx missing are separate config regressions." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL text config and not unwrapping text_config in AutoModelForCausalLM.from_config are related only loosely via composite configs, but not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "These are both CI/device-mismatch flavored, but one is CPU offload for bark-small and the other is a stale GraniteSpeech test. Different defects." } ] }, @@ -8093,19 +8119,19 @@ "issue:32090", "issue:34567", "issue:38175", + "issue:41720", "issue:42490", "issue:43065", - "issue:43334", + "issue:43493", "issue:43504", "issue:43572", - "issue:43606", "issue:43653", "issue:43696", + "issue:43701", "issue:43844", "issue:43873", "issue:43937", "issue:43994", - "issue:44112", "issue:44291", "issue:44423", "issue:44464", @@ -8119,13 +8145,14 @@ "issue:45200", "issue:45229", "issue:45245", + "issue:45406", "issue:45446", "issue:45520", "issue:45584", "issue:45588", - "issue:45759", "issue:45823", "issue:46050", + "issue:46121", "issue:46285", "issue:46369", "issue:46424", @@ -8134,8 +8161,6 @@ "issue:46752" ], "soft_pairs": [ - "issue:43334|issue:45759", - "issue:43606|issue:44112", "issue:43572|issue:44291", "issue:45245|issue:46710", "issue:44493|issue:46285", @@ -8148,203 +8173,212 @@ "issue:44869|issue:46752", "issue:43844|issue:44964", "issue:43873|issue:46050", - "issue:43994|issue:44493", "issue:29942|issue:30333", + "issue:43994|issue:44493", "issue:45588|issue:46050", "issue:29159|issue:32090", "issue:42490|issue:43696", "issue:45084|issue:45520", "issue:44977|issue:46701", - "issue:43065|issue:46369", "issue:28218|issue:34567", + "issue:43065|issue:46369", "issue:44554|issue:45446", "issue:15354|issue:38175", - "issue:44423|issue:44734" + "issue:44423|issue:44734", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121" ], - "prepared_review_unit_hash": "e64b31939f7c6b6f05f6ffe3960a50c84cbc6e4708de869b4b4264e404296aff", + "prepared_review_unit_hash": "3e00e66f9392478f2ee32d45080d7f8bfadf40fd545be499951924aa4759fa2f", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34991, - "estimated_input_tokens": 8748, - "estimated_eval_tokens": 17752 - }, - "overflow_policy": "truncate_then_skip", + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35813, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 + }, + "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous and looks like a set of unrelated issues grouped by loose embedding similarity. None of the soft pairs appear to be the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No single true duplicate core stands out; if one issue must represent the cluster, issue 45759 is the best proxy because it is a clear, concrete multimodal config-loading bug with the broadest relevance among the close items.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45759 is the best representative issue to keep because it has a well-scoped repro and sits closest to the only plausible thematic neighbor (43334), while still being distinct from the rest of the cluster.", - "best_pr_reason": null, + "summary": "The cluster is highly heterogeneous: the soft-similarity pairs mostly connect unrelated bugs across tokenization, serving, quantization, model-loading, and trainer code paths. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items span many unrelated failures, so a cluster-level canonical issue would be misleading.", + "canonical_pr_reason": "No pull requests were provided in this cluster.", + "best_issue_reason": "No global best issue: even the most central-looking reports are narrow, subsystem-specific bugs and do not represent the rest of the cluster.", + "best_pr_reason": "No pull requests were provided in this cluster.", "soft_edge_verdicts": [ - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Both involve Qwen multimodal config loading, but one is missing pad_token_id in Qwen3-VL text config while the other fails to unwrap text_config in AutoModelForCausalLM.from_config; different failure points and fixes." - }, - { - "left": "issue:43606", - "right": "issue:44112", - "accept": false, - "reason": "Both mention CI/device problems, but they affect different models/tests and describe different failure modes; not the same bug." - }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both are compatibility regressions, but one is a missing pad_token_idx field in StableLmConfig and the other is an unexpected _is_hf_initialized arg during init_empty_weights; different code paths." + "reason": "Both are transformers v5 compatibility regressions, but one is a config field missing in StableLM and the other is an init_empty_weights argument error; different code paths and fixes." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "RuntimeError about too many categories is unrelated to an accuracy regression after upgrading Transformers." + "reason": "An embedding/category cardinality error is unrelated to the DeepSeek accuracy regression after version upgrade." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id key handling and CLIP text model structural inconsistency are different issues with different affected models and causes." + "reason": "Unexpected position-id keys vs CLIP text model structure drift are different bugs in different model families." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT pretrained-load legacy field handling and BigBirdTokenizer special-token registration are unrelated bugs." + "reason": "Legacy-field loading for BEiT semantic segmentation is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Both touch generation/cache behavior, but one is chunked generation with compiled forward and the other is max_cache_length being honored only for quantized cache; not the same defect." + "reason": "Both mention generation/cache behavior, but one is compiled forward output inconsistency and the other is a cache-length config being ignored only for quantized cache; not the same bug." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and a broken image-text-to-text pipeline for DiffusionGemma are different failure modes and code paths." + "reason": "A GenerationConfig validation failure is unrelated to the DiffusionGemma image-text-to-text pipeline failure." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription crash after align_special_tokens are unrelated." + "reason": "Compiled-forward chunked generation inconsistency is not the same as Whisper empty-transcription failure after token alignment." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "One is a missing default for mm_token_type_ids in fine-tuning; the other is a multi-GPU CUDA OOM. Same model family, different problems." + "reason": "Missing mm_token_type_ids defaults in text-only fine-tuning is unrelated to a multi-GPU OOM in Gemma4 inference." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is an OOM and the other is a device mismatch during forward; not the same underlying bug." + "reason": "Gemma4 OOM and Gemma4 PLE device mismatch are both in the same model family but describe different failure modes and code paths." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Both crash around empty/edge-case text handling, but one is Whisper word-timestamp decoding with a trailing replacement character and the other is apply_chat_template on an empty list." + "reason": "Whisper timestamp decode crash on trailing replacement character is unrelated to apply_chat_template crashing on an empty message list." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and a model-loading failure for Phi-4 multimodal are unrelated issues." + "reason": "ZeRO-3 gradient growth during training is unrelated to a model load failure for Phi-4 multimodal." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading behavior is broadly related, but one is offloading not working with quantization and the other is save/load corruption after sinq quantization; too different to dedupe." + "reason": "Quantization/offloading behavior issues are too different here: one is offloading not working as expected, the other is sinq save/load breakage." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Siglip2 nonsensical outputs and unexpected position-id keys are different bugs with different symptoms and likely causes." + "reason": "Failing Flash Attention 2 tests and MLFlow job-state reporting are completely unrelated subsystems." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow not reporting failed jobs are unrelated." + "reason": "SigLIP2 nonsensical outputs are unrelated to the unexpected position-id key regression." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "A flash_attention integration crash on s_aux=None is not the same as quantized save/load breakage after sinq." + "reason": "A flash-attention integration crash on s_aux=None is not the same underlying bug as sinq quantized model save/load breakage." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer _gpu_broadcast_one NoneType error." + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer broadcast TypeError." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A trailing-slash import warning and a GPT-oss CUDA OOM are entirely different issues." + "reason": "Import warnings from trailing-slash paths have nothing to do with GPT-oss CUDA OOM." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compilation of non-template nodes and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "A compile-time template-node error and a Python 3.13 flash_attn import KeyError are different failures." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues and DiffusionGemma pipeline breakage are different models and code paths." + "reason": "Qwen3.5 flash-attention generation issues are not the same as the DiffusionGemma pipeline failure." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Both concern Sam3 variants, but one is about a dummy Conv2d in Sam3PixelDecoder and the other is memory overflow in sam3-litetext; not the same bug." + "reason": "Extra tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Tokenizer spacing after added token and TrainerState token counting are unrelated." + "reason": "A dummy Conv2d in Sam3PixelDecoder is a code-structure issue, not the same as a memory overflow when calling sam3-litetext." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and an incorrect PyTorch version check for AuxRequest import are different bugs." + "reason": "MPS attention correctness with mismatched head dims is unrelated to an incorrect PyTorch version check in flex_attention import logic." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript generator-expression export failure and unexpected zero probabilities in Siglip2 are unrelated." + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability output behavior." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal serve crash and KV-cache continuation indexing bug are different server-side failures." + "reason": "Both are serve crashes, but one is multimodal continuous-batching string handling and the other is KV-cache continuation tensor indexing; not the same code-path problem." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "A device-mapping cudaErrorAssert on A800 is not the same bug as an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope-parameter JSON list type handling." } ] }, @@ -8368,13 +8402,15 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ + "issue:28218", "issue:29870", "issue:29942", + "issue:35141", "issue:37428", "issue:38175", "issue:39692", - "issue:41720", "issue:42490", + "issue:42915", "issue:43232", "issue:43278", "issue:43295", @@ -8386,7 +8422,6 @@ "issue:43572", "issue:43575", "issue:43653", - "issue:43701", "issue:43824", "issue:43844", "issue:43856", @@ -8395,6 +8430,7 @@ "issue:44112", "issue:44186", "issue:44466", + "issue:44521", "issue:44554", "issue:44610", "issue:44849", @@ -8403,259 +8439,258 @@ "issue:45127", "issue:45198", "issue:45200", + "issue:45290", "issue:45356", "issue:45381", - "issue:45406", "issue:45520", "issue:45588", "issue:45759", "issue:45823", - "issue:46121", "issue:46178", "issue:46192", "issue:46209", "issue:46710" ], "soft_pairs": [ - "issue:43493|issue:43701", - "issue:41720|issue:46710", - "issue:45406|issue:46121", "issue:43404|issue:46710", "issue:45072|issue:45198", "issue:37428|issue:43957", "issue:45588|issue:45759", "issue:43295|issue:43450", "issue:43540|issue:45200", - "issue:45200|issue:45823", "issue:44186|issue:46192", - "issue:45823|issue:46192", + "issue:45200|issue:45823", "issue:43295|issue:43873", + "issue:45823|issue:46192", "issue:43295|issue:44610", "issue:29870|issue:29942", "issue:45520|issue:46178", "issue:43572|issue:44987", - "issue:43550|issue:43844", "issue:43450|issue:43575", + "issue:43550|issue:43844", "issue:43232|issue:44849", "issue:43572|issue:43957", - "issue:44554|issue:45356", "issue:37428|issue:43824", + "issue:44554|issue:45356", "issue:42490|issue:43493", "issue:38175|issue:43493", "issue:39692|issue:46192", "issue:43653|issue:44112", "issue:44466|issue:45127", "issue:43278|issue:43856", - "issue:45381|issue:46209" + "issue:45381|issue:46209", + "issue:44521|issue:45290", + "issue:28218|issue:35141", + "issue:42915|issue:43824" ], - "prepared_review_unit_hash": "b1b9552392b0f3346c9577cd82c42f38417adebff3577585f66cf9a5757ecf2f", + "prepared_review_unit_hash": "2bfe277a3719762074468a58710baf755c856ffc522339f89137d1288dd667bc", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36391, - "estimated_input_tokens": 9098, - "estimated_eval_tokens": 18452 + "serialized_chars": 36969, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items split into several unrelated bug themes (SigLIP2, multimodal processor regressions, loading/import issues, device-mapping, tokenizer behavior). No soft pair looks like a confident same-duplicate match, so I would not merge any of them. As a representative anchor, issue:43295 is the best central issue because it sits on the largest soft-match hub, but it is still not a true canonical duplicate target for the whole set.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43295 is the most central hub among the provided soft edges (it links to multiple multimodal/processor-related reports), so it is the best representative anchor if one must be chosen. It is not a true canonical duplicate for the entire heterogeneous set.", + "summary": "This is not a single duplicate cluster; it\u2019s a broad set of unrelated Transformers issues. The soft links mostly share a subsystem or buzzwords (tokenizers, generation, flash attention, multimodal, quantization) but describe different bugs or regressions, so they should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the strongest standalone representative because it is a concrete regression with multiple nearby soft similarities, while the other items are more scattered across unrelated subsystems.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 model discrepancy vs resume_from_checkpoint key mismatch are unrelated bugs." - }, - { - "left": "issue:41720", - "right": "issue:46710", - "accept": false, - "reason": "cudaErrorAssert during auto device mapping and an accuracy regression after upgrade are different failure modes and code paths." - }, - { - "left": "issue:45406", - "right": "issue:46121", - "accept": false, - "reason": "Missing Gemma4Processor._tokenizer and rope-validation TypeError are separate APIs and defects." - }, { "left": "issue:43404", "right": "issue:46710", "accept": false, - "reason": "Mistral3 lm_head tying bug and DeepSeek accuracy regression are not the same issue." + "reason": "Different problems: tied lm_head weights in Mistral3 multimodal generation vs accuracy regression in DeepSeek-R1 after upgrade." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated to Wav2Vec2 save/tokenization failures." + "reason": "Different models and failure modes: dtype mismatches in inference vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "flash-attention import symbol breakage and meta-device model loading breakage are distinct problems." + "reason": "Both are load/import related, but one is a missing flash-attention helper import and the other is a meta-device loading breakage across models." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention.py s_aux=None crash and AutoModelForCausalLM.from_config text_config unwrapping are different code paths." + "reason": "Different code paths: flash_attention integration crashes on sink-less models vs AutoModelForCausalLM config unwrapping for multimodal Qwen configs." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "processor.tokenizer regression and batched video-shape mismatch are both processor bugs but not the same concrete defect." + "reason": "Different regressions: processor.tokenizer/image handling vs video processor batch shape output." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Gemma4 mm_token_type_ids defaults are unrelated." - }, - { - "left": "issue:45200", - "right": "issue:45823", - "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaulting and device_map auto forward mismatch are separate issues." + "reason": "Different failures: Qwen3OmniMoe video processing ValueError vs Gemma4 mm_token_type_ids defaults for text-only fine-tuning." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding and return_tensors being ignored are different tokenizer behaviors." + "reason": "LayoutLMv2Tokenizer NER/batching crash is unrelated to return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Device mismatch during forward and ignored return_tensors semantics are not the same bug." + "reason": "Different multimodal bugs: missing mm_token_type_ids default vs PLE device mismatch during forward." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "processor/tokenizer regression and quantization offloading behavior are unrelated." + "reason": "Different issues: processor.tokenizer regression vs quantization/offloading not working as expected." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device placement bug in Gemma4 PLE is unrelated to return_tensors/text_kwargs behavior." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Passing images to tokenizer regression and incorrect processor output size are different multimodal processing bugs." + "reason": "processor.tokenizer/image input regression is unrelated to OmDet-Turbo processor/model resolution mismatch." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "BART generate UnboundLocalError and flash-attention test failures are unrelated." + "reason": "Both are generation/test failures, but one is a BART decoder_attention_mask bug and the other is Flash Attention 2 test failures." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn import KeyError and tensorflow_text backend mapping error are separate import/configuration issues." + "reason": "Import backend errors in different modules: flash_attn KeyError on Python 3.13 vs tensorflow_text backend mapping error." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast failure are not the same defect." + "reason": "Config default missing pad_token_idx in StableLm is unrelated to loading physical-intelligence/fast on transformers>=5.1.0." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba and ZeRO-3 gradient growth are different training/runtime issues." + "reason": "Video processor batch-shape bug is unrelated to tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "batched video processor shape mismatch and tensor-parallel OOM are unrelated." + "reason": "torch.compile SDPA failure in Bamba is unrelated to gradient explosion with HfDeepSpeedConfig + ZeRO-3." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "generation kwargs update after sync_gpus and output_hidden_states bug in Qwen3.5 are separate generation issues." + "reason": "Different generation/model bugs: sync_gpus model_kwargs update vs Qwen3.5 output_hidden_states behavior." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "missing pad_token_idx and meta-device loading breakage are different failures." + "reason": "StableLm config default omission is unrelated to meta-device loading regressions across some models." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "MPS attention correctness and tokenizer codec regression are unrelated." + "reason": "Different import issues: missing flash_attention helper vs missing Qwen2.5-VL class export." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different subsystems." + "reason": "MPS attention correctness when head dims differ is unrelated to Kimi-K2.5 tokenizer codec/regex regression." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "local-path slash warning and SigLIP2 discrepancy are unrelated." + "reason": "Local-path trailing slash import warning is unrelated to SigLIP2 HF vs JAX implementation discrepancy." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one reports zero probabilities while the other is a broader HF-vs-JAX implementation discrepancy; insufficient evidence of the same underlying bug." + "reason": "Unexpected zero probabilities in SigLIP2 and SigLIP2 implementation mismatch are related in theme, but not the same concrete bug." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 docs example errors and return_tensors being ignored are different problems." + "reason": "SigLIP2 docs example errors are documentation/example problems, not the return_tensors/text_kwargs API behavior." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device override failure are unrelated." + "reason": "Both are CI/test failures, but one is BigBirdTokenizer special-token registration and the other is a stale device override test in GraniteSpeech." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "lm_head serialization/tied-weight inconsistency and LoRA merge collapse with extended vocab are not the same concrete bug." + "reason": "Both involve tied weights serialization, but one is inconsistent lm_head.weight serialization by device and the other is LoRA merge collapse with extended vocabulary." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "dtype drift in evaluate and Qwen3 MoE memory usage are separate issues." + "reason": "Different training/eval issues: BF16-to-FP32 embedding dtype change vs Qwen3 MoE memory inefficiency." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids bug and FP8 inference failure on B200 are unrelated." + "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template issues, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer added-space bug and output-embedding reinitialization on resize are different behaviors in different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to missing Qwen2.5-VL import/export." } ] }, @@ -8679,21 +8714,23 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ - "issue:28218", - "issue:35141", + "issue:29942", + "issue:32090", + "issue:37428", "issue:38175", "issue:41720", - "issue:42915", "issue:43262", "issue:43334", "issue:43335", "issue:43388", + "issue:43425", "issue:43450", "issue:43452", "issue:43525", "issue:43526", "issue:43550", "issue:43606", + "issue:43653", "issue:43819", "issue:43824", "issue:43827", @@ -8704,7 +8741,6 @@ "issue:44206", "issue:44442", "issue:44479", - "issue:44521", "issue:44561", "issue:44610", "issue:44792", @@ -8713,7 +8749,6 @@ "issue:45083", "issue:45198", "issue:45200", - "issue:45290", "issue:45325", "issue:45412", "issue:45520", @@ -8729,13 +8764,10 @@ "issue:46512" ], "soft_pairs": [ - "issue:44521|issue:45290", - "issue:28218|issue:35141", - "issue:42915|issue:43824", - "issue:43950|issue:46285", "issue:43452|issue:46512", - "issue:43334|issue:43525", + "issue:43950|issue:46285", "issue:43824|issue:43975", + "issue:43334|issue:43525", "issue:43262|issue:43450", "issue:44442|issue:45198", "issue:44792|issue:45563", @@ -8748,205 +8780,215 @@ "issue:43388|issue:43526", "issue:43335|issue:43550", "issue:44561|issue:46234", - "issue:43819|issue:45083", "issue:44857|issue:45593", "issue:41720|issue:46209", + "issue:43819|issue:45083", "issue:44206|issue:45584", "issue:45759|issue:46285", "issue:43606|issue:45083", "issue:45520|issue:46170", - "issue:38175|issue:45412" + "issue:38175|issue:45412", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:29942|issue:32090" ], - "prepared_review_unit_hash": "bc02f63a6178b597a56d1970a53b20f8a5f2eb303779c128f2c2d2fce008f058", + "prepared_review_unit_hash": "7f2a7a73079cde2b004ffa4a4c23a9340e7de3d5dcd47a56ca67862a58f085ba", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36150, - "estimated_input_tokens": 9038, - "estimated_eval_tokens": 18332 + "soft_pair_count": 28, + "serialized_chars": 36431, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a collection of mostly unrelated Transformers bug reports that only share broad subsystem vocabulary (tokenization, multimodal processors, configs, generation, etc.). None of the soft-edge pairs look like the same underlying bug or a PR-worthy combined fix.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "Mostly unrelated issues with only superficial title overlap (e.g. missing config attrs, inference regressions, docs/API drift). None of the soft pairs look like the same underlying bug or change, so this cluster should not be collapsed into duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43425 is the broadest, most discussion-heavy compatibility/regression report in the set, so it is the best umbrella representative even though the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43425 is the most central representative for triage: broad impact, high discussion, and a general runtime compatibility framing rather than a narrow one-off symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44521", - "right": "issue:45290", - "accept": false, - "reason": "Both involve apply_chat_template, but one is about multimodal assistant masks and the other is a tokenize=True crash on tool-call assistant messages; different failure modes and likely different code paths." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization in post_init when tie_word_embedding is False." - }, - { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Qwen3Moe FP8 failure and missing Qwen2_5_VL import are entirely different model/config and import-path issues." + "reason": "Different failures: tokenizer/model loading for gguf vs stale dtype on from_config; no shared code path." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "One is about from_pretrained corrupting non-persistent buffers; the other is a CLIP model structure inconsistency. Different bugs." + "reason": "One is a from_pretrained non-persistent buffer regression; the other is a CLIP class structure inconsistency. Different bugs." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "gguf_file breaks from_pretrained loading; the other is dtype metadata staying stale after from_config(dtype=...). Not the same issue." + "reason": "ImportError for a missing model class vs incorrect detokenization for a specific model; unrelated symptoms and fixes." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different configs/models (Qwen3-VL vs Llama4) and likely different config classes." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "Importing Qwen2_5_VLForConditionalGeneration and incorrect detokenization in DeepSeek-Coder are unrelated model-specific bugs." + "reason": "Both mention missing pad_token_id, but they affect different model families/config classes and are not the same bug." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio processor sampling-rate default and batched video processor output shape are different processor bugs in different subsystems." + "reason": "Audio chat-template sampling-rate default vs batched video processor shape bug; different subsystems and root causes." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer failing to load a tokenizer and Wav2Vec2 save_pretrained/tokenization failure are not the same root cause." + "reason": "Tokenizer loading failure for one model vs save_pretrained/tokenization failure for another; not the same concrete issue." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A janus image-generation test failure and a stale warning in paged generate() are unrelated generation/test behaviors." + "reason": "A failing model_generate_images test is unrelated to a stale paged generate warning." }, { "left": "issue:44479", "right": "issue:46192", "accept": false, - "reason": "Video input regression for Qwen multimodal models and return_tensors being ignored with explicit text_kwargs are different API regressions." + "reason": "Video-input regression in specific Qwen VL variants vs return_tensors being ignored when text_kwargs is passed; different behaviors." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC.from_latents mismatch with forward pass is a model-inference bug; stale device override in GraniteSpeech is a CI/test issue." + "reason": "DAC forward/from_latents mismatch is a model computation bug; GraniteSpeech stale device override is a CI test issue." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default resolution failure and RT-DETR memory not releasing on deletion are unrelated model bugs." + "reason": "Perceiver resolution handling vs RT-DETR memory release on deletion; no shared underlying defect." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but one is about pipeline() removal in summarization/translation docs and the other about return_all_scores wording for TextClassificationPipeline. Different documentation targets." + "reason": "Both are docs issues, but they cover different pipeline APIs and deprecations, so not duplicates." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL temporal position_id scaling are different multimodal bugs." + "reason": "MM token type IDs defaulting to zeros is unrelated to Qwen2.5-VL rope index scaling." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo processor input-size mismatch and LwDetrImageLoss AMP crash are separate vision bugs with different failure points." + "reason": "Processor input-size mismatch vs AMP/float16 loss crash; different code paths." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both concern labels reduction, but one is gather_for_metrics dropping tuple labels in evaluation, while the other is BeitImageProcessorFast reduce_labels collapsing the label array. Distinct code paths." + "reason": "Both concern label handling, but one drops tuple elements in gather_for_metrics while the other reduces labels incorrectly in an image processor." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile SDPA failure are unrelated model/config and compiler issues." + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are unrelated model/config issues." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Removal of is_torch_fx_available affecting trust_remote_code and a missing is_falcon_mamba_ssm_available utility are different import_utils breakages." - }, - { - "left": "issue:43819", - "right": "issue:45083", - "accept": false, - "reason": "DAC from_latents mismatch and qwen3_omni_moe feature-length helper behavior are unrelated audio/model helper bugs." + "reason": "Two separate missing utility-symbol regressions affecting different optional dependencies and callers." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA crash in loss computation and missing auxiliary losses when denoising is off are different training-path problems." + "reason": "One is a CUDA AMP crash in a loss; the other is auxiliary losses not used when denoising is off. Distinct bugs." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference failure on B200 are both hardware-related but distinct failure modes and likely separate fixes." + "reason": "Both are device/hardware failures, but one is an A800 cudaErrorAssert in Qwen3 auto-mapping and the other is an FP8 inference issue on B200." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helper/functionality: DAC latent conversion mismatch vs qwen3_omni_moe feature-length computation." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Whisper empty transcription failure after align_special_tokens are different processor/generation bugs." + "reason": "Unsupported center arg in a feature extractor vs empty-transcription generation failure after token alignment; unrelated." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "AutoModelForCausalLM.from_config unwrapping composite multimodal text_config and CLIP text model structure inconsistency are unrelated config/model-API issues." + "reason": "Composite Qwen config unwrapping bug vs CLIP text model structural inconsistency; different model families and fixes." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length helper behavior do not share a concrete bug root cause." + "reason": "CPU offload device mismatch in bark-small vs feature-length helper behavior in qwen3_omni_moe; no overlap." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "flash_attn import key error on Python 3.13 and Windows ROCm torch.distributed import/type errors are different platform-specific import problems." + "reason": "Flash-attn import lookup on Python 3.13 vs Windows ROCm/torch.distributed dependency failure; different environment breakages." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and RT-DETR memory reclamation are unrelated model behavior issues." + "reason": "Unexpected zero probabilities in SigLIP vs RT-DETR memory not released; unrelated model behaviors." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash support import vs a broad Torch 2.10 compatibility report; not the same underlying regression." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse layer creation in SwitchTransformers vs BigBird tokenizer special-token registration; different components." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure vs stale device override test in GraniteSpeech; different issues." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to a Trainer _gpu_broadcast_one NoneType error." } ] }, @@ -8970,23 +9012,24 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ + "issue:26413", + "issue:28218", "issue:28282", "issue:29127", - "issue:29942", + "issue:31501", "issue:32090", "issue:33357", "issue:34689", "issue:35141", "issue:37428", + "issue:39692", "issue:42490", "issue:43278", "issue:43335", - "issue:43425", "issue:43504", - "issue:43550", + "issue:43526", "issue:43606", "issue:43611", - "issue:43653", "issue:43720", "issue:43819", "issue:43825", @@ -9019,10 +9062,6 @@ "issue:46566" ], "soft_pairs": [ - "issue:37428|issue:43425", - "issue:43335|issue:43653", - "issue:43550|issue:44112", - "issue:29942|issue:32090", "issue:28282|issue:33357", "issue:43611|issue:43931", "issue:44448|issue:44743", @@ -9044,219 +9083,216 @@ "issue:45127|issue:45245", "issue:42490|issue:43854", "issue:45200|issue:45588", - "issue:45310|issue:45478", "issue:43606|issue:44857", "issue:43819|issue:44493", - "issue:44448|issue:44779" + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:39692|issue:43526", + "issue:26413|issue:31501", + "issue:28218|issue:32090" ], - "prepared_review_unit_hash": "9ee4e4587be969073ac233592af1d792c213eff4b3a24e210568c7545d7e6cf3", + "prepared_review_unit_hash": "8ef91cbe64e8e58d439a0648c5459e865a5b6a7a756e315444c83e89b68ae7b1", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36067, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36455, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues that only share broad symptom language (loading, chat templates, attention, CI failures). The only true duplicate I see is the Qwen3.5 MoE `from_pretrained` regression reported in issues 45310 and 45478.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45310 is the earlier and more complete report of the exact same Qwen3.5 MoE `from_pretrained` failure as 45478, so it is the best canonical issue.", + "summary": "This set is mostly a grab-bag of unrelated Transformers bug reports. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` failure (issues 45310 and 45478); the rest are broad subsystem similarities, not the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the earlier, more detailed report, and issue:45478 is an obvious duplicate with the same title/root failure on transformers>=5.4.0.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 best represents the only real duplicate pair in the cluster and has the clearest problem statement.", + "best_issue_reason": "issue:45310 is the best canonical issue because it cleanly represents the one real duplicate pair and has the fuller original report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Both are import/compatibility errors, but one is a missing flash-attention symbol while the other is Torch 2.10 incompatibility; different root causes." + "reason": "Both are import/runtime failures, but one is missing PyTorch for AutoModel and the other is a MacOS CLIP bus error; different root causes." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug vs BigBirdTokenizer special-token decode bug; unrelated model areas and failures." - }, - { - "left": "issue:43550", - "right": "issue:44112", - "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is not the same as a stale CI device-override test in GraniteSpeech." - }, - { - "left": "issue:29942", - "right": "issue:32090", - "accept": false, - "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors are different code paths." - }, - { - "left": "issue:28282", - "right": "issue:33357", - "accept": false, - "reason": "Missing PyTorch import and MacOS bus error loading a CLIP model are distinct problems." - }, - { - "left": "issue:43611", - "right": "issue:43931", - "accept": false, - "reason": "One is a `base_model_prefix` loading regression; the other is a Qwen3-VL weight-shape mismatch." + "reason": "Both concern model loading, but one is about `base_model_prefix` handling and the other is a weight shape mismatch for a different model." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output drift is unrelated to Qwen3 recurrent-state reset with cache." + "reason": "Pegasus output regression vs Qwen3 recurrent-state/cache bug; these are different code paths and failures." }, { "left": "issue:45759", "right": "issue:46512", "accept": false, - "reason": "Composite Qwen multimodal `from_config` unwrapping and stale `config.dtype` after `from_config` are separate bugs." + "reason": "One is about unwrapping `text_config` in composite configs; the other is about stale `model.config.dtype` after `from_config(dtype=...)`." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer config issue vs BEiT legacy-field loading issue; no shared code-path." + "reason": "SwitchTransformers sparse-layer construction and BEiT legacy preset loading are unrelated model-specific bugs." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 `IndentationError` on import is not the same as the qwen3_omni_moe feature-length helper behaving unexpectedly." + "reason": "Python 3.13 `@torch.jit.script` parsing/import issue vs a helper length-calculation bug in `qwen3_omni_moe`; not the same problem." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype changing in evaluate is unrelated to the pipeline error message about translation tasks in v5." + "reason": "Training/eval dtype drift and a pipeline translation error message are unrelated issues." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed BitNet weights not unpacked during accelerate loading is a different bug than the GraniteSpeech CI test issue." + "reason": "BitNet packed-weight unpacking and GraniteSpeech stale device-override test failures are different models and different mechanisms." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer `_gpu_broadcast_one` NoneType failure are not the same underlying defect." + "reason": "LayoutLMv3 box validation and Trainer `_gpu_broadcast_one` NoneType errors do not share the same underlying bug." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "SwitchTransformers config bug vs qwen3_omni_moe feature-length helper bug; unrelated." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config bug vs GraniteSpeech CI test failure; different artifacts and symptoms." + "reason": "SwitchTransformers sparse-layer issue vs GraniteSpeech CI device-override issue; unrelated." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer creation is unrelated to D-FINE auxiliary-loss handling when denoising is off." + "reason": "SwitchTransformers config bug vs D-FINE auxiliary-loss issue; different subsystem and failure mode." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols/modules and different regressions." + "reason": "Both are import errors, but they concern different missing symbols (`_flash_supports_window_size` vs `HybridCache`) and different breakages." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Batched `apply_chat_template` padding crash and all-zero assistant masks for multimodal inputs are different chat-template bugs." + "reason": "Batched `apply_chat_template(..., padding=False)` crash and zero assistant masks for multimodal inputs are distinct chat-template bugs." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "`s_aux=None` crash in flash_attention integration and Qwen3.5 rotary embedding CPU-offload incompatibility are separate failures." + "reason": "Flash-attention `s_aux=None` crash and Qwen3.5 MoE rotary embedding CPU-offload incompatibility are separate code paths." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision loading break and output-embedding reinit after resize are different model-loading/training issues." + "reason": "Llama 3.2 Vision model-loading regression vs output embedding reinitialization after resizing embeddings; different defects." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template on a processor and DiffusionGemma staying on meta device are unrelated." + "reason": "Missing chat template error vs DiffusionGemma staying on `meta` with `device_map='auto'`; unrelated loading failures." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Tool-call assistant messages crashing `apply_chat_template` and `continue_final_message` bugs in mistral_common tokenizers are different paths." + "reason": "Tool-call assistant message crash and `continue_final_message` behavior for mistral_common tokenizers are related only at a high level, not the same bug." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with extended vocab and the 2^24 category limit are unrelated model/numeric issues." + "reason": "LoRA merge with extended vocab causing collapse and a `2^24` category limit runtime error are not the same issue." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Trailing-slash local-model import warning and GLM-4.7-Flash unit-test loading failure do not match as the same bug." + "reason": "Local-path trailing-slash import warning and GLM-4.7-Flash unit-test loading failure are different model-loading problems." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 `mm_token_type_ids` defaulting and flash_attention `s_aux=None` crash are different subsystems." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "These are the same Qwen3.5 MoE `transformers>=5.4.0` `from_pretrained` failure, reported twice with matching symptom and context." + "reason": "Gemma 4 `mm_token_type_ids` defaulting and flash_attention `s_aux=None` crashes are unrelated." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in bark-small and float16 AMP crash in LwDetrImageLoss are different runtime errors." + "reason": "Bark CPU-offload device mismatch and LwDetrImageLoss float16 AMP crash are different failures in different models." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent reconstruction mismatch and unexpected position-id key warnings are not the same issue." + "reason": "DAC `from_latents` mismatch with missing STE and unexpected position-id keys are not the same underlying bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are duplicate reports of the same Qwen3.5 MoE `from_pretrained` error on transformers>=5.4.0, with matching symptom and root cause." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output differences across versions and Deepseek tokenizer regression in v5 are distinct tokenizer/model behaviors." + "reason": "Pegasus output regression and Deepseek tokenizer correctness regression are both v4/v5 comparison issues, but not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example failures and BEiT image-processor `reduce_labels` behavior are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure and FineWeb SLM training not starting are different training issues." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior and Trainer `_gpu_broadcast_one` NoneType error are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is well grounded in the packet and stays conservative on the soft edges. The lone accepted pair, issues 45310 and 45478, is strongly supported by the identical title and matching Qwen3.5 MoE from_pretrained symptom. The rest of the pairwise rejections are plausible and do not overstate duplication." + "feedback": "Grounded overall. The packet clearly supports 45310/45478 as the only exact duplicate pair (same title and same transformers>=5.4.0 Qwen3.5 MoE from_pretrained failure), and the other pairwise rejections stay conservative given the distinct titles. The canonical issue choice is reasonable." }, "evaluator_used": true, "retried": false, @@ -9279,20 +9315,19 @@ "nodes": [ "issue:10000", "issue:15354", - "issue:26413", "issue:27957", - "issue:28218", "issue:29870", "issue:29942", - "issue:31501", "issue:32090", "issue:33290", "issue:33357", "issue:34689", "issue:35141", + "issue:37428", "issue:38175", "issue:39692", "issue:40444", + "issue:42175", "issue:42490", "issue:43278", "issue:43329", @@ -9324,18 +9359,16 @@ "issue:46192", "issue:46234", "issue:46399", + "issue:46655", "issue:46697" ], "soft_pairs": [ - "issue:39692|issue:43526", - "issue:26413|issue:31501", - "issue:28218|issue:32090", - "issue:39692|issue:44493", "issue:44617|issue:46697", - "issue:45459|issue:46234", + "issue:39692|issue:44493", "issue:44206|issue:45823", - "issue:43701|issue:45083", + "issue:45459|issue:46234", "issue:44857|issue:45072", + "issue:43701|issue:45083", "issue:32090|issue:33357", "issue:42490|issue:43575", "issue:43550|issue:45083", @@ -9343,222 +9376,225 @@ "issue:38175|issue:44493", "issue:29942|issue:35141", "issue:27957|issue:34689", - "issue:29870|issue:32090", "issue:44448|issue:44977", + "issue:29870|issue:32090", "issue:43278|issue:43329", "issue:45920|issue:46192", "issue:40444|issue:43526", "issue:10000|issue:15354", - "issue:45290|issue:45381", "issue:44977|issue:45229", "issue:43278|issue:43381", + "issue:45290|issue:45381", "issue:44855|issue:46399", "issue:44857|issue:45588", "issue:29870|issue:33290", - "issue:43927|issue:45698" + "issue:43927|issue:45698", + "issue:37428|issue:42175", + "issue:45290|issue:46655", + "issue:32090|issue:33290" ], - "prepared_review_unit_hash": "62087feec5e8a5ee89f0dffa69c35ef6ed21cd3c35e487d4c027b83e55af5364", + "prepared_review_unit_hash": "c93a63be15489855ec7879470e9a8270c77bc9f0b79b64d9197e9980dee36cb1", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36485, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "serialized_chars": 36535, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers bug reports across tokenization, training, model loading, vision, and attention backends. None of the soft pairs look like the same underlying defect, so there is no duplicate-based canonical merge here.", - "confidence": 0.94, - "canonical_issue_reason": "If forced to pick one issue as the most representative/high-signal report, issue 45920 is the broadest user-facing regression, but it is not a duplicate of the others.", + "summary": "This cluster is a grab-bag of unrelated Transformer issues spanning different models, features, and failure modes. The soft edges look like superficial text similarity rather than true duplicates, so none should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster: the items cover unrelated bugs across loading, generation, flash-attention, dtype, save/load, and model-specific processor behavior.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest standalone representative because it affects multiple tokenizer paths and models, but the cluster is too heterogeneous for a true canonical duplicate.", + "best_issue_reason": "No issue is a strong global representative because there is no shared underlying bug or change across the cluster; the safest triage is to keep them separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "Different components and failures: SigLIP2 documentation/example errors vs BeitImageProcessorFast reduce_labels bug." - }, - { - "left": "issue:26413", - "right": "issue:31501", - "accept": false, - "reason": "Both involve training, but one is a resume_from_checkpoint epoch_iterator failure and the other is training not starting at all." - }, - { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Tokenizer extra-space behavior is unrelated to Trainer/_gpu_broadcast_one NoneType errors." + "reason": "Both involve OOM/padding-adjacent vision workflows, but one is Sam3Video CUDA memory pressure and the other is Swin2SR over-padding. Different code paths and symptoms." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Doc example/model-processor mismatch is not the same bug as unexpected position-id keys during model loading." + "reason": "SigLIP2 doc example errors are about example/model-processor mismatch and quantization, while the other is a position-id key warning. Not the same bug." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Both are model-specific vision issues, but one is CUDA OOM in Sam3Video and the other is over-padding in Swin2SR image processing." + "reason": "One is a LasrFeatureExtractor regression from an unsupported `center` arg; the other is a Gemma4 device-map mismatch during forward. Different subsystems." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "One hides tokenizer decode errors when protobuf is missing; the other is a missing import_utils availability helper." + "reason": "Tokenizer/protobuf error handling is unrelated to the missing `is_falcon_mamba_ssm_available` import_utils helper. No shared failure path." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Unsupported center arg in a feature extractor is a different code path from Gemma4 PLE device-map mismatch." + "reason": "Float16 AMP crash in LwDetrImageLoss is not the same as dtype mismatch issues in SwitchTransformers/TimmWrapperModel. Different model paths." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "resume_from_checkpoint key mismatch does not match qwen3_omni_moe feature-length helper behavior." - }, - { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "Both mention dtype issues, but they affect different models and different failure modes." + "reason": "Checkpoint key mismatch and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are unrelated bugs." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "NoneType GPU broadcast error is unrelated to the MacOS bus error when loading a CLIP model." + "reason": "Trainer broadcast of `NoneType` and MacOS bus errors on CLIP loading are distinct runtime failures." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and Qwen2-57B tensor-parallel OOM are unrelated." + "reason": "Trailing-slash import warning on local paths is unrelated to Qwen2-57B tensor-parallel OOM." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is not the same as the qwen3_omni_moe length helper bug." + "reason": "Bamba-9B-v2 torch.compile/SDPA failure and qwen3_omni_moe feature-length logic are different concrete bugs." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Missing ReLU in DSA indexer is unrelated to removal of `is_torch_fx_available` breaking trust_remote_code models." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are different model-output regressions." + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are not the same underlying issue." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "FlashAttention2 CI failures are not the same as output embeddings being reinitialized after resize_token_embeddings." + "reason": "Flash Attention 2 test failures do not match the embedding reinitialization bug in `post_init`." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading regression are distinct issues." + "reason": "Both mention model loading/attention, but one is XLMRoberta with Flash Attention 2 and the other is Llama 3.2 Vision loading regression. Different models and failures." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "BART decoder_attention_mask assignment bug is unrelated to the Trainer broadcast NoneType error." + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation problems are unrelated model-specific regressions." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "Pegasus v4/v5 output drift is a different problem from Qwen3.5 flash-attention generation failures." + "reason": "BART `generate()` decoder mask bug and Trainer broadcast `NoneType` error are separate execution paths." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval and undefined video-branch variables are different bugs in different paths." + "reason": "Embedding dtype drift in eval and undefined variables in qwen multimodal token counting are different bugs." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Both are tokenizer-related, but wrong token IDs across models and silently ignored return_tensors are separate issues." + "reason": "Wrong token IDs across many tokenizers is not the same as `return_tensors` being ignored when `text_kwargs` is passed." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL multi-image IterableDataset failure is unrelated to BEiTImageProcessorFast reduce_labels behavior." + "reason": "Qwen2.5-VL multi-image dataset finetuning failure and BeitImageProcessorFast label reduction are unrelated processor/training issues." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated legacy bugs." - }, - { - "left": "issue:45290", - "right": "issue:45381", - "accept": false, - "reason": "Chat-template tool-call handling and qwen2.5-vl video vision_position_ids are different generation/vision bugs." + "reason": "German DistilBertModel issue and GeneratorExp unsupported by `torch.jit.script` are unrelated old bugs." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU OOM are not the same code-path problem." + "reason": "Qwen3.5 flash-attention generation problems and Gemma4 multi-GPU CUDA OOM are different runtime issues." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation is unrelated to BF16-to-FP32 embedding dtype changes." + "reason": "Eval/train dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template crashes on tool-call messages and qwen2.5-vl video position-id bugs are different code paths." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 script parsing/import failure is not the same defect as a missing decorator on apply_rotary_pos_emb registration." + "reason": "Python parsing/indentation failure around decorators is unrelated to a missing decorator registration bug for `apply_rotary_pos_emb`." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "float16 AMP crash in LwDetrImageLoss is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "LwDetr float16 AMP crash and `flash_attention.py` crashing on `s_aux=None` are distinct failures." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "BART generation bug and Adafactor/deepspeed OOM are different categories entirely." + "reason": "BART generation mask bug and DeepSpeed Adafactor OOM do not share a concrete root cause." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Custom token IDs lost on save/load is a different save_pretrained/from_pretrained issue than loading the wrong custom module." + "reason": "DiaConfig losing custom token IDs after save/load and loading the wrong custom module after `save_pretrained` are both serialization-related, but they are different bugs with different failure modes." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention helper import and packaging missing TensorFlow backend are unrelated dependency/import issues." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call handling and SmolVLM video padding calculation are separate feature bugs." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer `NoneType` broadcast and Adafactor/DeepSpeed OOM are different problems despite both occurring in training." } ] }, @@ -9585,15 +9621,14 @@ "issue:25251", "issue:29127", "issue:29870", + "issue:29942", + "issue:30064", "issue:32090", - "issue:33290", "issue:33357", "issue:34567", "issue:34689", - "issue:37428", "issue:39692", "issue:41720", - "issue:42175", "issue:42490", "issue:42915", "issue:42994", @@ -9604,11 +9639,13 @@ "issue:43611", "issue:43653", "issue:43701", + "issue:43756", "issue:43873", "issue:43976", "issue:44186", "issue:44206", "issue:44361", + "issue:44442", "issue:44448", "issue:44466", "issue:44479", @@ -9620,29 +9657,25 @@ "issue:44977", "issue:45198", "issue:45229", - "issue:45290", "issue:45372", + "issue:45406", "issue:45440", "issue:45491", "issue:45563", "issue:45588", "issue:45803", "issue:45823", - "issue:46121", - "issue:46655" + "issue:46121" ], "soft_pairs": [ - "issue:45290|issue:46655", - "issue:37428|issue:42175", - "issue:32090|issue:33290", "issue:44561|issue:44779", "issue:43873|issue:45229", "issue:25251|issue:32090", "issue:44448|issue:44466", "issue:42490|issue:43873", "issue:43976|issue:45440", - "issue:45588|issue:45823", "issue:43278|issue:43575", + "issue:45588|issue:45823", "issue:41720|issue:45229", "issue:44568|issue:45491", "issue:43381|issue:43701", @@ -9652,211 +9685,221 @@ "issue:44871|issue:44977", "issue:45198|issue:45803", "issue:43653|issue:44743", - "issue:45372|issue:45588", "issue:44361|issue:45198", + "issue:45372|issue:45588", "issue:44186|issue:45198", "issue:43611|issue:46121", "issue:42915|issue:42994", "issue:29870|issue:34689", "issue:43412|issue:45588", - "issue:44206|issue:44479" + "issue:44206|issue:44479", + "issue:45372|issue:45406", + "issue:43653|issue:44442", + "issue:29942|issue:30064", + "issue:43756|issue:45440" ], - "prepared_review_unit_hash": "f94f6375648810e399ce7f2edf706310e0b2168f0a91d27e4c37174c4dc9ee08", + "prepared_review_unit_hash": "c89bd0843746345959638a139ddb82970cfbbe3742ca8b67325f9e445f5cc1ee", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36308, - "estimated_input_tokens": 9077, - "estimated_eval_tokens": 18410 + "soft_pair_count": 29, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports; every soft pair looks like a false positive. No pull requests are present. If forced to nominate a canonical issue, issue 43873 is the closest thing to a hub because it is open and has the most inbound references, but it still does not really represent the cluster.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43873 is the only open item and has the most inbound references, so it is the least-bad hub candidate; however, the set is highly heterogeneous and does not form a true duplicate cluster.", + "summary": "No soft edge looks like a true duplicate: the candidates mostly share broad themes (tokenizers, generation, quantization, Gemma/Qwen, etc.) but describe different concrete failure modes and code paths. I\u2019d anchor the cluster on issue 44561 as the most broadly impactful, well-scoped v5 regression report.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44561 is the best representative anchor: it\u2019s a concrete, cross-cutting v5 compatibility break with downstream impact and clear symptom/reporting, whereas the other issues are narrower or more fragmented.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the best representative only by triage practicality, not by semantic similarity; its quantization/offloading topic is the broadest and most central in this mixed set.", + "best_issue_reason": "Issue 44561 is the strongest overall issue candidate because it captures a clear release regression affecting trust_remote_code models and is easier to use as a cluster representative than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45290", - "right": "issue:46655", - "accept": false, - "reason": "Different subsystems: chat template tool-call handling vs video processor padding math." - }, - { - "left": "issue:37428", - "right": "issue:42175", - "accept": false, - "reason": "Import error in flash-attention utilities is unrelated to pip backend extras missing TensorFlow." - }, - { - "left": "issue:32090", - "right": "issue:33290", - "accept": false, - "reason": "Trainer broadcast TypeError and DeepSpeed Adafactor OOM are different failure modes." - }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "API removal breaking trust_remote_code is unrelated to DeepSeek tokenizer output regression." + "reason": "Both are v5 regressions, but one is an API removal breaking trust_remote_code models and the other is a tokenizer correctness issue for DeepSeek; different bug classes and fix paths." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading issue is not the same as a Gemma4 multi-GPU CUDA OOM." + "reason": "Quantization/offloading behavior is unrelated to a Gemma4 multi-GPU CUDA OOM; different model, symptom, and likely root cause." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting bug has no connection to Trainer GPU broadcast errors." + "reason": "Pipeline top_k nesting behavior and Trainer GPU broadcast NoneType error are unrelated subsystems and failures." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus generation output change and lm_head serialization inconsistency affect different code paths." + "reason": "One concerns generation output differences for Pegasus, the other serialization of lm_head.weight; both are v5-related but not the same concrete bug." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to quantization offloading behavior." + "reason": "Local-path import warnings have nothing to do with quantization offloading behavior." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version support breakage is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "Python version compatibility and DeepSeekV3MoE implementation divergence are unrelated issues." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Flash-attention s_aux None crash and Gemma4 device-map mismatch are different forward-path bugs." + "reason": "Training/eval dtype drift is a different problem from tensor-parallel OOM while loading a large Qwen2 model." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to tensor-parallel OOM on a Qwen model." + "reason": "Flash-attention crashing on s_aux=None is a different code path from Gemma4 PLE device placement mismatch in forward." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both are model-loading/runtime issues, but one is a cuda assert and the other is pure OOM." + "reason": "Different models and failure modes: Qwen3 auto device mapping asserts on A800, while Gemma4 hits OOM in multi-GPU inference." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token insertion bug is unrelated to Gemma3 sliding-window NaN embeddings." + "reason": "Tokenizer special-token insertion failure is unrelated to Gemma3 NaN embeddings from mixed-length sliding-window attention." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation is not the same as resume-from-checkpoint key mismatch." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct trainer-state issues." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error loading CLIP and SigLIP2 doc example errors are different problems." + "reason": "MacOS bus error on a community CLIP model and a SigLIP2 doc example mismatch/quantization failure are not the same bug." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression is unrelated to a stale warning in paged generate()." + "reason": "Flash-attention generation regression and a stale warning in paged generate are different symptoms and code paths." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counter update are unrelated." + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count updating are unrelated." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id config mismatch is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Gemma eos_token_id configuration inconsistency is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except exception handling are different bugs." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare except swallowing errors are different defects in different models." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird tokenizer special-token registration and Qwen3_5 recurrent-state reset are unrelated." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Gemma4 processor import failure is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "MLukeTokenizer task crashes and Wav2Vec2 save/tokenization failures are separate tokenizer bugs." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "MLuke tokenizer task crash and Wav2Vec2 save/tokenization failure do not share a code path." + "reason": "Gemma4 processor import/dependency failure is not the same as a flash-attention AttributeError on sink-less models." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenization crashes and Wav2Vec2 save_pretrained/tokenization failures are different subsystems." + "reason": "LayoutLMv2 NER padding/truncation crashes and Wav2Vec2 save/tokenization failures do not share the same root cause." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading regression is unrelated to rope validation type handling." + "reason": "Base-model-prefix loading regression and rope-parameter validation TypeError are unrelated changes." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are distinct quantization issues." + "reason": "FP8 configuration failure in Qwen3Moe and quantized model saving failure are both quantization-adjacent but distinct." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Bart generate() unbound variable and Llama 3.2 Vision loading breakage are unrelated." + "reason": "BART generate() unbound local error and Llama 3.2 Vision model loading breakage are different model-loading/generation problems." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export issues and flash-attention sinkless-model crash are different export/runtime paths." + "reason": "Executorch export failures and flash-attention s_aux=None crashes are unrelated." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg regression and Qwen video-input regression are separate multimedia bugs." + "reason": "Feature-extractor unsupported-arg crash and video-input regression for Qwen VL models are different modality regressions." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is an import-time dependency issue and the other is a serve-time missing _tokenizer attribute; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird decode emptiness and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer problems." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing failure are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-architecture issues." } ] }, @@ -9882,8 +9925,6 @@ "nodes": [ "issue:27957", "issue:29127", - "issue:29942", - "issue:30064", "issue:33290", "issue:33357", "issue:34689", @@ -9898,9 +9939,8 @@ "issue:43526", "issue:43531", "issue:43575", - "issue:43653", "issue:43701", - "issue:43756", + "issue:43761", "issue:43824", "issue:43931", "issue:43994", @@ -9913,37 +9953,37 @@ "issue:45072", "issue:45198", "issue:45245", + "issue:45250", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45491", "issue:45563", + "issue:45588", "issue:45593", + "issue:45600", "issue:45712", "issue:45834", + "issue:45859", "issue:46121", "issue:46369", "issue:46399", + "issue:46640", "issue:46693" ], "soft_pairs": [ - "issue:45372|issue:45406", - "issue:29942|issue:30064", - "issue:43756|issue:45440", - "issue:43653|issue:44442", "issue:45491|issue:46693", "issue:45459|issue:45712", - "issue:43065|issue:45412", "issue:29127|issue:33357", - "issue:43065|issue:43994", + "issue:43065|issue:45412", "issue:45245|issue:45563", + "issue:43065|issue:43994", "issue:44265|issue:45198", - "issue:45372|issue:45459", "issue:43575|issue:43701", - "issue:45440|issue:45593", + "issue:45372|issue:45459", "issue:43066|issue:44462", + "issue:45440|issue:45593", "issue:29127|issue:35141", "issue:42490|issue:43381", "issue:43994|issue:45412", @@ -9961,234 +10001,238 @@ "issue:27957|issue:33290", "issue:43994|issue:46369", "issue:43334|issue:43531", - "issue:33290|issue:34689" + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:45250|issue:46640", + "issue:45588|issue:45600", + "issue:43761|issue:45859" ], - "prepared_review_unit_hash": "fbcd10a51acf753babda8a0e49fd2fb28f0762c6d1bb9d42fbc32f3edea95802", + "prepared_review_unit_hash": "b8e7cd293991e7608a3b079736a91875f69f76ae0c8a50d063f0e4207c08c5e0", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 36939, - "estimated_input_tokens": 9235, - "estimated_eval_tokens": 18726 + "serialized_chars": 37449, + "estimated_input_tokens": 9363, + "estimated_eval_tokens": 18982 }, "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 many unrelated models, loaders, tokenizers, vision processors, and runtime regressions. All soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items are only loosely similar by keywords, but they describe different bugs and code paths across many subsystems.", + "summary": "This cluster is highly heterogeneous: most pairs only share superficial wording or a broad subsystem, not the same concrete bug/change. I would not merge any of the soft pairs as duplicates, and I do not see a safe single canonical issue for the whole set.", + "confidence": 0.78, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative for duplicate triage; the cluster should be split rather than anchored on one report.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Both involve Gemma 4 processor loading, but one is an import dependency failure and the other is a missing `_tokenizer` attribute in serve; different code paths." + "reason": "Both mention Flash Attention 2, but one is a NaN/attention correctness bug and the other is a long-context performance regression; different failures and fixes." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated bugs in different components." + "reason": "Tokenizer error handling with missing protobuf is unrelated to leftover dummy classes and repo-check failures." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Smollm3 RoPE layer mismatch and DeepSeekV3MoE divergence are different models and different failure modes." + "reason": "LayoutLMv3 box-validation messaging and a CLIP MacOS bus error are unrelated issues." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Tokenizer special-token registration for BigBird and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer bugs." + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is not the same bug as RT-DETR memory not being released." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "One is NaN embeddings from sliding-window all-padding behavior; the other is a FA2 long-context performance regression." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Hidden tokenizer errors from missing protobuf and leftover dummy classes are unrelated maintenance/runtime issues." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory release are different problems with no shared fix path." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 error-message clarity and a CLIP bus error on macOS are unrelated issues." + "reason": "Category-cardinality runtime error and a stale generate() warning are different code paths and symptoms." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy layer removal and SigLIP2 nonsensical outputs are different code paths and symptoms." + "reason": "Sam3PixelDecoder dummy layer handling is unrelated to SigLIP2 producing nonsensical outputs." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Category-count overflow and a stale paged-generate warning are unrelated." + "reason": "torch.export exportability with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "torch.export failure with `torch_compilable_check` and Wav2Vec2 save/tokenization failures are different bugs." + "reason": "OOM during tensor-parallel model load and a resume_from_checkpoint key mismatch are different problems." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "A missing `ReasoningEffort` import and protobuf error masking are unrelated tokenizer/processor failures." + "reason": "Gemma 4 processor import failure from mistral_common is unrelated to tokenizer error suppression when protobuf is absent." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "TP OOM when loading Qwen2-57B and resume-from-checkpoint key mismatch are different issues." + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer-related, but not the same underlying bug." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific problems." - }, - { - "left": "issue:43066", - "right": "issue:44462", - "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring repository tokenizer.json are separate loading/configuration bugs." + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are unrelated model-specific bugs." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error clarity and output-embedding reinitialization after resize are unrelated." + "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Import warning for local paths with a trailing slash and gradient checkpointing in eval mode are different concerns." + "reason": "Local-path import warning and gradient checkpointing in eval mode are unrelated." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 incorrect outputs and RT-DETR memory leaks are unrelated model/runtime issues." + "reason": "SigLIP2 bad outputs and RT-DETR memory leaks do not share the same code-path bug." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both mention memory, but one is RT-DETR cleanup and the other is SAM3 LiteText overflow; different root causes." + "reason": "RT-DETR GC/memory leak and Sam3 LiteText memory overflow are different memory issues in different models." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processing and Gemma3 NaNs from sliding-window padding are unrelated tokenizer vs model execution bugs." + "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaNs from sliding-window attention." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Qwen2 TP OOM and int4 quantization reserved-memory regression are both memory-related but not the same bug." + "reason": "Both involve OOM, but one is tensor-parallel loading and the other is int4 quantization reserved-memory growth." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches are different failures." + "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in bfloat16 inference are unrelated." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast `reduce_labels` bug and Kosmos2.5 OCR index error are separate image-processing issues." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index errors are different bugs." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading problems." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL weight-shape mismatch are unrelated model-loading problems." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Label reduction in BeitImageProcessorFast and FA2 long-context regression are unrelated." + "reason": "BeitImageProcessorFast label handling is unrelated to FA2 long-context performance regression." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Beit label reduction and LayoutLMv2Tokenizer NER padding/truncation crashes are different tokenizer/processor bugs." + "reason": "Label reduction in an image processor is not the same as LayoutLMv2Tokenizer crashing on NER padding/truncation." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "XLMRoberta FA2 support and LayoutLMv3 error-message wording are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error messaging are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Missing Qwen2.5-VL import and a generic dependency issue with transformers are not the same bug." + "reason": "Missing Qwen2_5_VL import and a generic dependency issue are not the same concrete problem." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Rope-parameter validation on JSON-loaded lists and a missing decorator for Qwen3.5 kernels are different code paths." + "reason": "Rope-parameter validation TypeError and a missing decorator for apply_rotary_pos_emb registration are different issues." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta Flash Attention 2 and Adafactor OOM under DeepSpeed are unrelated." + "reason": "FA2 support for XLMRoberta and Adafactor OOM in deepspeed are unrelated." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 wrong results and SAM3 LiteText memory overflow are different failures." + "reason": "SigLIP2 bad outputs and Sam3 LiteText memory overflow are different model-specific failures." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL missing `pad_token_id` and Qwen3-MoE sliding-window behavior are separate issues in different subsystems." + "reason": "Missing pad_token_id for Qwen3-VL and a sliding_window issue for Qwen3-MoE are different config/behavior bugs." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor OOM in DeepSpeed and Llama 3.2 Vision model loading failure are unrelated." + "reason": "Adafactor OOM and Llama 3.2 Vision loading breakage are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in deepspeed with Adafactor is unrelated to output embedding reinitialization after resize." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "These are both Flash Attention 2 themed, but one is a generic request and the other is an open issue; no evidence they describe the same concrete bug/change." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "FA integration crash on s_aux=None and stale auto_mappings references to removed configs are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3.5 CPU-offload incompatibility are unrelated." } ] }, @@ -10214,8 +10258,6 @@ "nodes": [ "issue:27957", "issue:29870", - "issue:33290", - "issue:35141", "issue:42175", "issue:42490", "issue:43262", @@ -10235,47 +10277,44 @@ "issue:44062", "issue:44077", "issue:44079", + "issue:44188", "issue:44206", "issue:44442", "issue:44479", "issue:44514", "issue:44743", "issue:44811", + "issue:44855", "issue:44871", "issue:44898", "issue:44913", "issue:44977", + "issue:44987", "issue:45003", + "issue:45137", + "issue:45216", "issue:45245", - "issue:45250", "issue:45325", "issue:45381", "issue:45440", "issue:45479", - "issue:45588", - "issue:45600", "issue:45759", - "issue:45859", "issue:45907", + "issue:46178", "issue:46234", - "issue:46640", "issue:46697" ], "soft_pairs": [ - "issue:45250|issue:46640", - "issue:33290|issue:35141", - "issue:45588|issue:45600", - "issue:43761|issue:45859", "issue:43381|issue:43873", "issue:44514|issue:45381", "issue:43646|issue:44077", "issue:43262|issue:44206", "issue:44977|issue:45245", - "issue:44743|issue:44811", "issue:44442|issue:44898", + "issue:44743|issue:44811", "issue:42490|issue:44743", - "issue:45003|issue:45440", "issue:43720|issue:44442", + "issue:45003|issue:45440", "issue:42175|issue:46234", "issue:27957|issue:29870", "issue:43316|issue:43525", @@ -10288,198 +10327,202 @@ "issue:43761|issue:44079", "issue:43749|issue:43931", "issue:43643|issue:44913", - "issue:43316|issue:45759" + "issue:43316|issue:45759", + "issue:44987|issue:46178", + "issue:44855|issue:45137", + "issue:43761|issue:44188", + "issue:43931|issue:45216" ], - "prepared_review_unit_hash": "d6bebe87ff27b4623301844fd0be2f1cbad4d864185fe34a2f1ac3d3f1a6794f", + "prepared_review_unit_hash": "515617d23246ad9183bf43fbccd0ff391cf7e810803cb4f419b9baa2659ce20c", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35859, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "serialized_chars": 35459, + "estimated_input_tokens": 8865, + "estimated_eval_tokens": 17986 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a loose collection of Transformers regression/configuration issues across many subsystems, not a tight duplicate cluster. The soft-similarity pairs mostly share broad themes (flash-attn, v5 regressions, config loading), but none look like the same concrete bug/change.", - "confidence": 0.29, - "canonical_issue_reason": "Issue 43646 is the broadest umbrella-style report in the set: it describes a general v5 breakage in custom model initialization, which best matches the cluster\u2019s overall pattern of API/regression failures.", + "summary": "This cluster is heterogeneous: most items are distinct bug reports across different models, processors, configs, and loading paths. None of the soft pairs look like true duplicates or mergeable into one change.", + "confidence": 0.83, + "canonical_issue_reason": "No clear canonical issue: the cluster spans unrelated regressions and feature bugs, so any single issue would be only a loose representative.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the most representative and general among the issues here; it captures the broadest regression theme without being overly model-specific.", + "best_issue_reason": "issue:43873 is the broadest active bug report in the set, but it is still just a representative issue, not a real duplicate anchor for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45250", - "right": "issue:46640", - "accept": false, - "reason": "Both are generic Flash Attention 2 reports, but the titles are too broad to conclude the same underlying bug." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "Different problems: DeepSpeed/Adafactor OOM versus token embedding reinitialization after resize." - }, - { - "left": "issue:45588", - "right": "issue:45600", - "accept": false, - "reason": "One is a flash-attention crash on sink-less models; the other is a broken auto-mapping reference to removed configs." - }, - { - "left": "issue:43761", - "right": "issue:45859", - "accept": false, - "reason": "Different code paths and symptoms: CLIP hidden states regression versus Qwen3.5 MoE CPU offload incompatibility." - }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Eval-mode gradient checkpointing and quantization offloading are unrelated bugs." + "reason": "Both are regression reports, but they describe different failures in different code paths (gradient checkpointing eval-mode vs quantization/offloading)." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is batching/padding in chat template and the other is video position-id scaling." + "reason": "Same Qwen VL family, but one is a batched chat-template crash and the other is wrong video position ids; not the same bug." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both relate to initialization semantics, but they are different model-specific API issues and not clearly the same fix." + "reason": "Unrelated areas: AutoConfig trust_remote_code field loss vs patchtsmixer post_init policy. No shared underlying defect." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Different audio bugs: default sampling rate in chat template versus unsupported feature-extractor argument." + "reason": "Both involve audio processors, but one is a sampling-rate default mismatch and the other is an unsupported center argument crash." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Unrelated: Qwen3.5 flash-attention generation issue versus categorical limit error." + "reason": "Completely different failures: Qwen3.5 flash-attention generation vs category cardinality limit error." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Different components and failures: recurrent-state reset in modular Qwen3.5 versus Whisper batch_decode skipping special tokens." + "reason": "Tokenizer loading for FastSpeech2Conformer is unrelated to Perceiver image classification padding/interpolation behavior." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Unrelated tokenizer-loading bug versus Perceiver image-size interpolation failure." + "reason": "Different subsystems and bugs: recurrent state reset in modular Qwen vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path slash import warning is unrelated to modular Qwen3.5 recurrent-state handling." + "reason": "Local-path import warning is unrelated to Qwen recurrent-state cache reset." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "sys.modules access safety and DeepSeekV3 implementation divergence are different bugs." + "reason": "BitNet packed-weight loading and tokenizer loading failure are separate issues with no shared code path." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "BitNet accelerate-loading failure is unrelated to FastSpeech2Conformer tokenizer loading." + "reason": "Generic sys.modules access bug vs DeepSeekV3 MoE divergence are not the same defect." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Package/backend installation mismatch versus missing import-utils symbol; not the same bug." + "reason": "Different dependency/backend problems: missing tensorflow in torch install vs missing import_utils helper." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Different issues: Flash Attention support for XLM-Roberta versus BART generate decoder_attention_mask error." + "reason": "XLMRoberta Flash Attention 2 support and BART generate decoder_attention_mask error are unrelated." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config discrepancies, but for different models and different missing fields." + "reason": "Both are config/API issues, but they concern different models and different missing/mismatched fields." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch and documentation pipeline references are unrelated." + "reason": "SigLIP2 implementation mismatch and stale docs referencing pipeline() are unrelated." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and zero-loss classification behavior are separate failures." + "reason": "Tokenizer loading in v5 and zero-loss sequence-classification behavior are different bugs." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen video-input regression do not share the same concrete bug." + "reason": "PatchTSMixer post_init policy and Qwen video input regression do not share an underlying code-path problem." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Different image/video preprocessing bugs in different models." + "reason": "Both are image/video preprocessing issues, but one is Qwen rope indexing and the other is Swin2SR over-padding." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and eos_token_id config mismatch are unrelated." + "reason": "Quantization/offloading bug and Gemma-3 eos_token_id config mismatch are unrelated." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-arg duplication is unrelated to list_repo_files revision forwarding." + "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are different API bugs." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Both mention None-related output handling, but one is a CLIP regression and the other is a ModelOutput key-assignment bug." + "reason": "Both touch outputs, but one is CLIPVisionModel hidden_states regression and the other is generic ModelOutput key assignment behavior." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are different loading problems." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are distinct model-loading problems." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Remote-code config deserialization missing fields and GPTNeoX rotary_pct not round-tripping are different config-loading bugs." + "reason": "Missing fields with trust_remote_code and rotary_pct not persisting on reload are separate config serialization issues." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both involve config API shape, but they affect different models and different initialization paths." + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM.from_config not unwrapping text_config are not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/loading failures: physical-intelligence/fast loading vs tensorflow_text backend mapping error." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error and DeepSpeed ZeRO3 deque underflow are unrelated runtime issues." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states regression in CLIPVisionModel and attention-kernel divergence under torch.compile are separate problems." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on model loading and incorrect save_pretrained checkpointing are different directions of failure." } ] }, @@ -10516,6 +10559,8 @@ "issue:43295", "issue:43316", "issue:43388", + "issue:43404", + "issue:43441", "issue:43452", "issue:43550", "issue:43575", @@ -10524,39 +10569,33 @@ "issue:43701", "issue:43716", "issue:43742", - "issue:43761", "issue:43825", - "issue:43931", "issue:44077", - "issue:44188", + "issue:44162", "issue:44190", "issue:44442", "issue:44464", "issue:44496", "issue:44534", "issue:44568", - "issue:44855", + "issue:44792", "issue:44871", "issue:44913", - "issue:44987", - "issue:45137", - "issue:45216", "issue:45479", "issue:45584", + "issue:45632", "issue:45698", "issue:45803", "issue:46050", - "issue:46178", + "issue:46170", "issue:46234", "issue:46291", + "issue:46365", "issue:46421", + "issue:46424", "issue:46506" ], "soft_pairs": [ - "issue:44855|issue:45137", - "issue:44987|issue:46178", - "issue:43761|issue:44188", - "issue:43931|issue:45216", "issue:44190|issue:44496", "issue:43232|issue:43388", "issue:44442|issue:45803", @@ -10580,204 +10619,215 @@ "issue:44077|issue:44534", "issue:44871|issue:46050", "issue:43646|issue:44913", - "issue:43452|issue:44496" + "issue:43452|issue:44496", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:45803|issue:46170", + "issue:43404|issue:43441", + "issue:45632|issue:46424" ], - "prepared_review_unit_hash": "6e79f01be7260286541642c0d20c89dbe413abf916dd20bddffe4c3527d6b28d", + "prepared_review_unit_hash": "3ce12af171ae7918a501359909574545aab1c40b10882fbea896024ce183b587", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36130, - "estimated_input_tokens": 9033, - "estimated_eval_tokens": 18322 + "soft_pair_count": 29, + "serialized_chars": 36307, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, generation, training, loading, backend, and model-specific regressions. None of the suggested pairs look like true duplicates or the same fix.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue cleanly represents the cluster; the items are mostly unrelated Transformers bugs/regressions rather than one underlying problem.", + "summary": "This cluster is heterogeneous: most items are unrelated Transformers issues around loading, generation, config, cache, or environment-specific failures. I found no true duplicate pair to merge.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the cluster spans many distinct bugs and regressions across different models and subsystems. If forced to anchor the set, issue 45698 is the broadest active save/load regression, but it is not a good representative duplicate target for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "No good global best issue candidate: choosing any one would be arbitrary because the cluster lacks a common root cause or subsystem-specific duplicate set.", + "best_issue_reason": "Issue 45698 is the strongest single issue to keep as the representative anchor because it is open, active, and broadly about incorrect custom-module loading after save_pretrained/from_pretrained. It is still not a duplicate of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44855", - "right": "issue:45137", - "accept": false, - "reason": "Different bugs: Python 3.13 DebertaV2 import/parsing failure vs DeepSpeed ZeRO3 deque IndexError." - }, - { - "left": "issue:44987", - "right": "issue:46178", - "accept": false, - "reason": "Different failure modes: model loading regression for one model vs missing tensorflow_text backend mapping." - }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "Different code paths and symptoms: CLIPVision hidden_states regression vs torch.compile attention-kernel branching." - }, - { - "left": "issue:43931", - "right": "issue:45216", - "accept": false, - "reason": "Different Qwen issues: weight-shape mismatch while loading vs incorrect checkpoint saving." - }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Unrelated: local dataset loading in a training script vs unrecognized model/config loading error." + "reason": "Local dataset loading failure and unrecognized-model config error are different code paths and different failure modes." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Different training issues: generation kwargs update after sync_gpus vs gather_for_metrics dropping tuple labels." + "reason": "One is a generation kwargs/sync_gpus issue; the other is a metric-gathering bug dropping tuple labels in the last batch." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Different areas: tokenizer class loading failure vs Fuyu tensor conversion exception handling." + "reason": "Tokenizer loading failure for FastSpeech2Conformer is unrelated to Fuyu's bare-except error swallowing exceptions in tensor conversion." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but the bugs are different: dequantized model saving vs wrong custom module resolution after reload." + "reason": "Both involve save/load, but one is about dequantized model saving and the other is wrong custom-module resolution after reload; different underlying bugs." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Completely different problems: checkpoint resume key mismatch vs CPU/CUDA result divergence in PPDocLayoutV3." + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Different issues: running a parallel script vs Qwen tp loading OOM." + "reason": "3d_parallel startup failure and tp OOM on Qwen2 are different problems." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during tensor-parallel loading is unrelated to a key error when loading MobileLLM-125M." + "reason": "Tensor-parallel OOM is not the same as a key error when loading MobileLLM-125M." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Different failures: Flash Attention support on XLMRoberta vs Trainer NoneType broadcast error." + "reason": "FlashAttention support for XLMRoberta and a Trainer broadcast TypeError are separate issues." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Different bugs: torch.compile SDPA behavior vs checkpoint resume key mismatch." + "reason": "torch.compile/SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline output nesting bug is unrelated to an AutoModel PyTorch ImportError." + "reason": "Pipeline top_k output nesting bug and missing PyTorch ImportError are unrelated." }, { "left": "issue:44568", "right": "issue:45479", "accept": false, - "reason": "Tokenizer special-token regression is unrelated to the single-label-classification zero-loss issue." + "reason": "Tokenizer special-token insertion regression and degenerate sequence-classification loss are different subsystems." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is a different bug from checkpoint resume key mismatch." + "reason": "CPU offload device mismatch and checkpoint key mismatch are not the same bug." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Related to chunked generation/compile, but one is inconsistent outputs and the other is spurious recompilation; not the same fix." + "reason": "Both mention chunked generation/prefill, but one reports wrong outputs while the other reports spurious recompilation from cache lazy init." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Different subsystems: missing import_utils helper vs kernels dependency-version import failure." + "reason": "Missing import_utils helper and kernels version/revision import failure are distinct package/API issues." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both mention v5 regressions, but one is processor/tokenizer behavior and the other is a pipeline error-message issue." + "reason": "Custom model/processor regression is unrelated to the pipeline translation error message change." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Unrelated: model_max_length question for DeBERTa-V3 vs missing transformers.onnx module import." + "reason": "A model_max_length question for DeBERTa-V3 and a missing transformers.onnx module are unrelated." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Different regressions: processor/tokenizer access breakage vs Gemma eos_token_id config inconsistency." + "reason": "Processor/tokenizer regression and Gemma3 eos_token_id inconsistency are different model/API problems." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Different models and mechanisms: Gemma eos_token_id mismatch vs Whisper empty-transcription generation failure." + "reason": "Gemma3 eos_token_id configuration and Whisper empty-transcription handling after align_special_tokens are not the same bug." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "API/config discrepancy in Gemma3TextConfig is unrelated to Mistral-3 dtype mismatch." + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image-preprocessor dtype mismatch are separate issues." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Packaging/backend selection issue is unrelated to Gemma3TextConfig API behavior." + "reason": "Backend installation packaging issue and Gemma3 config API discrepancy are unrelated." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Different issues: patchtsmixer post_init policy vs non-persistent buffer junk in v5." + "reason": "Optional post_init validation and non-persistent buffer junk are different code paths." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to quantized model save/load corruption after sinq." + "reason": "Gemma3 eos_token_id mismatch and quantized-model save/load breakage are not the same defect." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Different problems: Transformers 5.0 custom model initialization breakage vs GPTNeoX rotary_pct not persisting on reload." + "reason": "Custom model initialization breakage in v5 and GPTNeoX rotary_pct persistence/reload bug are distinct." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Different loading errors: gguf_file handling for auto classes vs unrecognized model/config missing model_type." + "reason": "gguf_file/from_pretrained breakage and unrecognized model config errors are related to loading, but they are different failure mechanisms." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 runtime breakage and a janus test failure are not the same issue." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion and Trainer import failure caused by datasets are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu exception handling bug and Windows ROCm torch.distributed import dependency issue are different." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration and FlashAttention failure for Ministral-3 are separate bugs." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision for trust_remote_code and max_cache_length being honored only for Quantized Cache are unrelated cache issues." } ] }, @@ -10807,8 +10857,6 @@ "issue:43065", "issue:43352", "issue:43388", - "issue:43404", - "issue:43441", "issue:43475", "issue:43504", "issue:43525", @@ -10819,7 +10867,8 @@ "issue:43673", "issue:43688", "issue:43761", - "issue:44162", + "issue:43827", + "issue:43994", "issue:44190", "issue:44479", "issue:44514", @@ -10829,6 +10878,7 @@ "issue:44734", "issue:44743", "issue:44792", + "issue:44855", "issue:44913", "issue:44964", "issue:44977", @@ -10836,25 +10886,21 @@ "issue:45200", "issue:45406", "issue:45542", + "issue:45588", "issue:45600", "issue:45632", "issue:45698", - "issue:45803", - "issue:46170", + "issue:46082", "issue:46178", "issue:46202", "issue:46234", - "issue:46365", "issue:46369", - "issue:46424", - "issue:46640" + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697" ], "soft_pairs": [ - "issue:45803|issue:46365", - "issue:44162|issue:44792", - "issue:45803|issue:46170", - "issue:43404|issue:43441", - "issue:45632|issue:46424", "issue:44610|issue:46369", "issue:43650|issue:46202", "issue:43761|issue:44479", @@ -10862,10 +10908,10 @@ "issue:43540|issue:44514", "issue:45542|issue:46234", "issue:43065|issue:44617", - "issue:43504|issue:45698", "issue:45127|issue:45200", - "issue:43388|issue:43688", + "issue:43504|issue:45698", "issue:44792|issue:44977", + "issue:43388|issue:43688", "issue:44792|issue:45600", "issue:43352|issue:46640", "issue:43673|issue:44743", @@ -10874,186 +10920,191 @@ "issue:44190|issue:44964", "issue:44534|issue:44913", "issue:35141|issue:42490", - "issue:44734|issue:45406" + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:43673|issue:46421" ], - "prepared_review_unit_hash": "2399532d3cd0bc0c4d21bbade4f4034e06e8f45659415666e06490caf6e530a3", + "prepared_review_unit_hash": "5490088610f13c3752f3323dd70a516c6e1f5ce143ff60b0f4eaa56249786635", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 34540, - "estimated_input_tokens": 8635, - "estimated_eval_tokens": 17526 + "serialized_chars": 35227, + "estimated_input_tokens": 8807, + "estimated_eval_tokens": 17870 }, "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 spanning config regressions, multimodal processors, cache behavior, and model-specific bugs. None of the soft pairs look like the same underlying bug/change, so all should stay separate.", - "confidence": 0.9, - "canonical_issue_reason": null, + "summary": "The cluster is not a true duplicate set; it contains many unrelated issues across different models, processors, configs, and cache paths. I rejected all soft edges because the paired items only share broad subsystem vocabulary, not the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and the similarity links look like keyword-based false positives rather than one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest representative issue: it has the most discussion/inbound references and a broad, concrete failure mode with clear user impact.", + "best_issue_reason": "No single best issue to represent the cluster; picking one would be arbitrary because the linked issues do not share a common code-path failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "One is a bare-except bug in Fuyu tensor conversion; the other is an import failure around Trainer/datasets. Different code paths and failure modes." + "reason": "Both involve SAM-related models, but one is an input-size/processor mismatch and the other is a memory overflow; different failure modes." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are unrelated model-specific problems." - }, - { - "left": "issue:45803", - "right": "issue:46170", - "accept": false, - "reason": "Fuyu exception handling vs Windows/ROCm import dependency issues. Not the same underlying bug." - }, - { - "left": "issue:43404", - "right": "issue:43441", - "accept": false, - "reason": "One is a tied lm_head weight bug in Mistral3; the other is a FlashAttention support error for Ministral-3. Same area, but different concrete defects." - }, - { - "left": "issue:45632", - "right": "issue:46424", - "accept": false, - "reason": "Local trust_remote_code cache collisions and cache max length handling are different cache-related issues." - }, - { - "left": "issue:44610", - "right": "issue:46369", - "accept": false, - "reason": "Processor/model input-size mismatch for OmDet-Turbo is unrelated to SAM3 LiteText memory overflow." - }, - { - "left": "issue:43650", - "right": "issue:46202", - "accept": false, - "reason": "Generic 'ADD THE DATA' issue is not the same as Gemma tokenizer roundtrip failure on a specific character." + "reason": "Unrelated: one is a vague data request, the other is a Gemma pipeline roundtrip/tokenization issue." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen video-input regression affect different models and code paths." + "reason": "Different models and different bugs: CLIP hidden states regression vs Qwen video-input regression." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to the tensorflow_text backend registration error." + "reason": "Config attribute mismatch vs backend registration error; no shared code-path." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Qwen2_5_VL batched chat-template crash are different processor bugs." + "reason": "Qwen video-processing ValueError and chat-template batching crash are separate bugs." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend confusion is unrelated to a missing import_utils helper for falcon mamba availability." + "reason": "TensorBoard/TF backend detection issue is unrelated to missing Falcon Mamba availability helper." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are different SAM3 issues with different symptoms and fixes." - }, - { - "left": "issue:43504", - "right": "issue:45698", - "accept": false, - "reason": "BEiT legacy-field load failure is unrelated to from_pretrained loading the wrong custom module after save_pretrained." + "reason": "SAM3 dummy Conv2d implementation and SAM3 video OOM are not the same bug." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is not the same as Gemma4 mm_token_type_ids defaulting behavior." + "reason": "LoRA merge with extended vocab and Gemma4 mm_token_type_ids defaulting are different model behaviors." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Metric gathering dropping tuple labels is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." + "reason": "Legacy field loading failure vs wrong custom module resolution after save/load are distinct persistence bugs." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus test failure and Qwen3.5 flash-attention generation bug are distinct model regressions." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issue do not match." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering drops tuple labels; the other is auxiliary-loss normalization in MoE models." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure and Sam3LiteText auto_mappings CI breakage are unrelated." + "reason": "Janus generation test and removed Sam3LiteText auto-mapping references are unrelated." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "NemotronH Flash Attention 2 unsupported and generic Flash Attention 2 issue are too vague and not the same concrete code-path bug." + "reason": "Both mention Flash Attention, but one is an explicit unsupported-model guard and the other is an unspecified open issue." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "GenerationMixin cache missing during chunked_prefill and Qwen3.5 recurrent-state reset are different cache/state bugs." + "reason": "Chunked-prefill cache initialization and recurrent-state reset with cache are different implementation bugs." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor looking for image processors is unrelated to Sam3VisionEncoderOutput missing fpn_position_embeddings." + "reason": "Video-classification pipeline processor selection and missing fpn_position_embeddings on SAM3 output are unrelated." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id/pad_token_idx in Llama4/StableLm configs and Qwen3-MoE sliding_window behavior are unrelated config/model bugs." + "reason": "Llama4Config pad_token_id and Qwen3-MoE sliding_window handling are separate config issues." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading failure in an example script and Phi-4 multimodal model loading failure are different problems." + "reason": "Local dataset loading in a training script and loading Phi-4 multimodal are different model/input loading failures." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload regression are separate state/config issues." + "reason": "Non-persistent buffer initialization bug vs GPTNeoX rotary_pct reload defaulting are not the same issue." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding resize reinitialization in post_init and import warning for local model paths ending with slash are unrelated." + "reason": "Token embedding resize reinitialization and trailing-slash local model import warning have no concrete overlap." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor indexing crash in serve and Gemma4Processor missing _tokenizer are different server/processor bugs." + "reason": "KV-cache continuation indexing crash in serve and Gemma4Processor missing _tokenizer are separate failures." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated bugs." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code caching, but one is a leaf-directory collision and the other is a FileNotFoundError; not enough to merge." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 decorator parsing error in DebertaV2Model is unrelated to sink-less flash-attention s_aux handling." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline() APIs and SigLIP2 nonsensical outputs are different problems." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/chunked prefill, but one is missing GenerationMixin cache and the other is lazy cache init causing recompilation." } ] }, @@ -11084,15 +11135,14 @@ "issue:39692", "issue:41720", "issue:43065", + "issue:43295", "issue:43335", "issue:43526", + "issue:43540", "issue:43550", "issue:43644", - "issue:43673", "issue:43761", - "issue:43827", "issue:43931", - "issue:43994", "issue:44060", "issue:44077", "issue:44112", @@ -11103,6 +11153,7 @@ "issue:44610", "issue:44617", "issue:44734", + "issue:44737", "issue:44779", "issue:44855", "issue:44877", @@ -11110,261 +11161,260 @@ "issue:44933", "issue:45127", "issue:45245", + "issue:45276", + "issue:45290", "issue:45357", "issue:45362", "issue:45381", "issue:45563", "issue:45584", - "issue:45588", "issue:45600", - "issue:45632", - "issue:46082", + "issue:45803", "issue:46369", - "issue:46421", "issue:46489", - "issue:46617", "issue:46655", - "issue:46697" + "issue:46697", + "issue:46752" ], "soft_pairs": [ - "issue:46082|issue:46697", - "issue:44855|issue:45588", - "issue:45632|issue:46617", - "issue:43827|issue:43994", "issue:43931|issue:44060", - "issue:43673|issue:46421", "issue:43761|issue:44242", "issue:29870|issue:35141", "issue:44617|issue:45584", "issue:45563|issue:45584", "issue:43644|issue:44913", - "issue:44933|issue:45362", "issue:25251|issue:27957", + "issue:44933|issue:45362", "issue:43335|issue:44855", "issue:44479|issue:44734", - "issue:45381|issue:46369", "issue:44077|issue:44877", "issue:43550|issue:44190", + "issue:45381|issue:46369", "issue:41720|issue:45245", "issue:43335|issue:44190", "issue:43065|issue:44610", "issue:44464|issue:45563", "issue:39692|issue:44190", - "issue:45381|issue:46655", "issue:45127|issue:45357", "issue:43526|issue:46697", "issue:44112|issue:45600", + "issue:45381|issue:46655", "issue:44617|issue:46369", - "issue:44779|issue:46489" + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:45290|issue:46752", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:45276|issue:45584" ], - "prepared_review_unit_hash": "96dc60dcc27ca246caf1a8f1b283816cb3a7c9c44dd35bb22093281ca3e95f89", + "prepared_review_unit_hash": "5e53cd958f6483b242cad829496071c2a07eecf0c01a063ffa9cc20eedbef265", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36482, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "serialized_chars": 35961, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues with no single cluster-wide theme. Nearly all soft pairs are false duplicates; the only convincing match is the DeepSeek tokenizer regression pair.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 46489 is the best canonical anchor among the near-duplicates: it is the most specific DeepSeek tokenizer regression report, clearly scoped to v5+ and tied to the incomplete fix in PR #44801.", + "summary": "Most soft pairs are not true duplicates. The only strong matches are the apply_chat_template empty-input crash pair and the DeepSeek tokenizer regression pair.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46752 is the broadest and clearest representative of the apply_chat_template empty-input crash, and it is still open; its counterpart is a narrower variant.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46489 is the strongest issue candidate overall because it describes a concrete, actionable tokenizer regression and is the closest true duplicate target in the set.", + "best_issue_reason": "issue:46752 is the best issue to anchor this cluster because it captures the general failure mode with a simple repro and likely subsumes the narrower tool-call/no-content report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46082", - "right": "issue:46697", - "accept": false, - "reason": "Different components and failures: LlamaConfig head_dim validation vs Swin2SR image over-padding." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 torch.jit import parsing error vs Whisper empty-transcription generation failure; unrelated bugs." - }, - { - "left": "issue:45632", - "right": "issue:46617", - "accept": false, - "reason": "Both involve trust_remote_code cache paths, but one is a leaf-directory collision and the other is a FileNotFoundError; not the same bug." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still mentioning pipeline() vs a SigLIP2 model/processor output problem; different layer of the stack." - }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight shape mismatch and Qwen3-Next tied-weight warning are different model-loading issues." - }, - { - "left": "issue:43673", - "right": "issue:46421", - "accept": false, - "reason": "Both touch chunked prefill cache handling, but one reports missing cache and the other spurious recompilation from lazy init; not clearly the same defect." + "reason": "Different bugs: model load weight-shape mismatch vs an incorrect tied-weights warning." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression vs MoE load-balancing loss omission; unrelated code paths." + "reason": "Different models and failures: missing hidden_states vs missing load-balancing loss." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "BART generate() decoder mask bug vs token embedding resize/post_init reinitialization; different behavior." + "reason": "Both touch generation/embeddings, but the concrete bugs differ: decoder attention mask init error vs embedding reinitialization on resize." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated." + "reason": "Unrelated symptoms and code paths: Sam3Video OOM vs Whisper empty transcription crash." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Paged generate warning vs Whisper alignment/generation crash; different symptoms and fixes." + "reason": "Stale warning in paged generate is not the same bug as Whisper failing after align_special_tokens." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk vs GPTNeoX rotary_pct reload default; both config/runtime related, but not the same issue." + "reason": "Buffer initialization issue vs config reload reverting rotary_pct; related area, different underlying defects." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Missing import from image_utils vs Qwen3.5 chat crash; no shared bug." + "reason": "Different features entirely: pipeline top_k nesting vs Flash Attention 2 support." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Pipeline top_k output-shape regression vs XLMRoberta Flash Attention 2 support; unrelated." + "reason": "Import error in image_utils is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs DebertaV2 Python 3.13 import parsing; different components." + "reason": "Configuration/model-construction bug vs Python 3.13 parsing error in a scripted function." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video input regression in Qwen VL models vs KV-cache continuation indexing in transformers serve; separate failures." - }, - { - "left": "issue:45381", - "right": "issue:46369", - "accept": false, - "reason": "Qwen2.5-VL video position IDs bug vs Sam3-litetext memory overflow; unrelated." + "reason": "Both are regressions, but one is about video input handling and the other is KV-cache continuation indexing in serve." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "PatchTSMixer post_init policy vs strict config loading for granite_speech; both config-related but not the same bug." + "reason": "Different config-policy problems with no shared concrete code path." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs local dataset loading script issue; unrelated." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the training example." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Both mention model/resource problems, but one is a Qwen video-position regression and the other is Sam3-LiteText memory overflow." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert vs category-count limit error; different failure modes." + "reason": "GPU device-mapping assert and category-count limit are unrelated." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs dataset loading script issue; unrelated." + "reason": "Single-layer sparse config bug is unrelated to dataset loading." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are both vision-preprocessing related, but they are distinct bugs." + "reason": "Sam3PixelDecoder dummy layer issue is not the same as OmDet-Turbo processor size mismatch." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Chunked-generation inconsistency with compiled forward vs a stale warning for num_return_sequences; different defects." + "reason": "Compiled-forward chunked generation inconsistency is a different failure from a stale warning." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs/model mismatch and quantization example errors vs dataset loading script issue; unrelated." - }, - { - "left": "issue:45381", - "right": "issue:46655", - "accept": false, - "reason": "Both are video-input issues, but they affect different models and different preprocessing logic." + "reason": "SigLIP2 doc-example errors are unrelated to local dataset loading." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge/tied-embedding collapse vs incorrect visual encoder keys in save_pretrained; different serialization/training bugs." + "reason": "LoRA/extended-vocab collapse is a different bug from incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Beit reduce_labels bug vs Swin2SR over-padding; same general area, but not the same underlying preprocessing error." + "reason": "Label reduction bug and image over-padding bug are different preprocessing defects." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI failure from stale test override vs CI failure from removed auto_mappings entry; both fail CI but for different reasons." + "reason": "CI test staleness and auto_mappings referencing removed configs are different issues." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different processors and failure mechanisms." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Sam3Video OOM and Sam3-litetext memory overflow are resource issues in the same family, but not the same bug." + "reason": "Both are Sam3 memory problems, but the affected models and symptoms differ." }, { "left": "issue:44779", "right": "issue:46489", "accept": true, - "reason": "Both report DeepSeek tokenizer regressions on transformers v5+, with 46489 explicitly describing the same fix gap from PR #44801." + "reason": "Same underlying DeepSeek tokenizer regression in v5; 46489 is a more specific instance of the broader issue reported in 44779." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Regression around processor.tokenizer access is unrelated to gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": true, + "reason": "Both describe apply_chat_template crashing on empty/missing assistant content; 46752 is the broader empty-list form of the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation error is unrelated to serve-side KV-cache continuation indexing." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU arange issue and bare-except swallowing errors in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize-token-embeddings/output-embeddings bug is unrelated to Whisper empty-transcription handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:44779 vs issue:46489, is a strong duplicate candidate based on matching DeepSeek tokenizer regression on v5+ and the explicit mention of the earlier fix gap. The remaining soft-edge false verdicts are mostly well-justified by distinct components, symptoms, or model families, and the cluster-level conclusion is appropriately cautious." + "feedback": "The summary is grounded in the packet, and the only accepted soft pairs are conservative matches supported by the issue titles. The rejected pairs also read as appropriately cautious rather than overstated. " }, "evaluator_used": true, "retried": false, @@ -11396,50 +11446,45 @@ "issue:41950", "issue:42175", "issue:42796", - "issue:43295", "issue:43404", "issue:43479", - "issue:43540", + "issue:43531", "issue:43643", "issue:43650", + "issue:43673", "issue:43854", + "issue:43976", "issue:44016", "issue:44112", "issue:44186", "issue:44220", "issue:44246", "issue:44279", + "issue:44295", "issue:44462", "issue:44496", "issue:44521", "issue:44734", - "issue:44737", "issue:44938", "issue:44964", + "issue:44987", "issue:45003", "issue:45216", "issue:45245", - "issue:45276", - "issue:45290", "issue:45375", "issue:45381", "issue:45542", "issue:45584", "issue:45600", "issue:45632", - "issue:45803", "issue:45907", "issue:46082", "issue:46121", "issue:46234", - "issue:46752" + "issue:46424", + "issue:46506" ], "soft_pairs": [ - "issue:43295|issue:45276", - "issue:45290|issue:46752", - "issue:43540|issue:44734", - "issue:44737|issue:45803", - "issue:45276|issue:45584", "issue:44938|issue:45542", "issue:44521|issue:45381", "issue:44462|issue:45907", @@ -11450,8 +11495,8 @@ "issue:44964|issue:45600", "issue:43643|issue:44496", "issue:44112|issue:44964", - "issue:46082|issue:46121", "issue:27957|issue:35141", + "issue:46082|issue:46121", "issue:42175|issue:44279", "issue:45245|issue:45584", "issue:42796|issue:44521", @@ -11459,216 +11504,221 @@ "issue:36246|issue:41628", "issue:43404|issue:45216", "issue:43650|issue:44220", - "issue:36246|issue:38617", "issue:32090|issue:35141", + "issue:36246|issue:38617", "issue:43479|issue:45375", - "issue:41950|issue:44016" + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:43531|issue:45600", + "issue:43673|issue:46424", + "issue:44016|issue:44220", + "issue:43976|issue:44987" ], - "prepared_review_unit_hash": "7a52e5f7132c1845bc701f5f16c602b65fec38d213f1718a2a1952fb9ecfab9c", + "prepared_review_unit_hash": "7c70a8dff1d4c029790eff49fe995399b6b19734ef4bf96b2c6ff8590b8217f6", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36337, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "serialized_chars": 36112, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a mixed bag of unrelated transformer bugs and regressions across chat templating, multimodal models, config/import/export, tokenizers, training, and pipelines. No soft pair looks like the same underlying issue closely enough to merge.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 44521 is the most broadly scoped and active bug here, with multiple inbound references and a clear, user-facing failure mode in a widely used API (`apply_chat_template` for multimodal inputs).", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. Several pairs share only broad subsystem similarity (imports, loading, multimodal, cache, tokenizer) but not the same concrete defect, so almost all soft edges should be rejected.", + "confidence": 0.42, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 44964 is the most concrete and broadly user-facing model-loading regression, and it sits nearest to other load/config-related reports. Still, the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest single issue to anchor the cluster because it is concrete, currently open, and has the clearest cross-user impact among the provided issues.", + "best_issue_reason": "44964 is the best overall issue candidate because it is a clear failure mode with a specific reproduction and broad impact, making it the most representative anchor for triage among these heterogeneous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43295", - "right": "issue:45276", - "accept": false, - "reason": "Both mention model/multimodal internals, but one is a regression around `processor.tokenizer`/images and the other is about `resize_token_embeddings` and tied weights; different code paths." - }, - { - "left": "issue:45290", - "right": "issue:46752", - "accept": false, - "reason": "Both involve `apply_chat_template`, but one is about assistant messages with tool calls and missing content while the other is an empty-list `IndexError`; similar API, different failure cases." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Different subsystems and failures: Qwen3OmniMoe video processing `ValueError` versus `transformers serve` KV-cache continuation tensor indexing." - }, - { - "left": "issue:44737", - "right": "issue:45803", - "accept": false, - "reason": "One is an XLNet device-placement performance bug; the other is a broad exception handling issue in Fuyu batch conversion." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Unrelated bugs in different models: Gemma4 embedding resizing versus Whisper empty transcription after special-token alignment." - }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import failure is unrelated to the TensorFlow backend packaging issue." + "reason": "Different failures: Python 3.14 import/load problem vs missing TensorFlow backend when only tensorboard is installed." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both touch multimodal chat/input handling, but one is assistant mask generation and the other is Qwen2.5-VL video `vision_position_ids`; not the same bug." + "reason": "Both are multimodal-related, but one is about all-zero assistant masks and the other about wrong vision position ids; not the same bug." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Repository tokenizer loading and `list_repo_files` revision forwarding are different Hub/API bugs." + "reason": "Tokenizer.json handling and list_repo_files revision forwarding are unrelated code paths." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline `top_k` output nesting and BART `decoder_attention_mask` generation error are separate issues." + "reason": "Pipeline output nesting and BART decoder_attention_mask assignment are different issues." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Cache-path collision for `trust_remote_code` and a missing availability helper in `import_utils` are unrelated." + "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import_utils symbol." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import-time slowness and unsafe `sys.modules` access are different problems." + "reason": "Both touch import behavior, but one is slow import performance and the other is unsafe sys.modules access; not the same defect." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Two distinct model-loading failures for different checkpoints and likely different root causes." + "reason": "Different model-loading failures for different models and root causes." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "One is a model compatibility/loading issue; the other is stale auto-mapping references breaking CI." + "reason": "One is a model load regression; the other is stale auto_mappings references breaking CI." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "`trust_remote_code` returning missing fields and unrecognized-model `model_type` errors are separate config-loading failures." + "reason": "Both involve config/model loading, but one loses fields under trust_remote_code while the other lacks model_type for an unrecognized model." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A flaky CI test in GraniteSpeech is not the same as a Phi-4 multimodal model load failure." + "reason": "GraniteSpeech CI device-override failure is unrelated to Phi-4 multimodal loading." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Llama head-dim validation and rope-validation list handling are distinct config-validation bugs." + "reason": "Flash Attention support and embedding reinitialization after resize are different code paths." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Flash Attention support for XLM-Roberta and embedding reinitialization after resize are unrelated model behaviors." + "reason": "Both are validation edge cases, but they concern different configs and different failure modes." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Package dependency omission versus a vague dependency issue; too little evidence of the same underlying bug." + "reason": "Generic dependency/backend issues, but not the same package or symptom." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-cardinality runtime error is unrelated to Whisper empty-transcription generation." + "reason": "Category-count overflow and empty-transcription generation are unrelated." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different tokenization/template bugs." + "reason": "Tokenizer BPE marker handling is unrelated to multimodal assistant mask generation." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2 tokenizer batching/NER crash and server KV-cache indexing failure are different code paths." + "reason": "LayoutLMv2 tokenizer crashes and serve KV-cache continuation indexing are different bugs." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different symbols and exports (`Qwen2_5_VLImageProcessor` vs `AutoImageProcessor`)." + "reason": "Both are import errors, but for different symbols and modules." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Missing weight tying in Mistral3 generation and a Qwen3.5 save_pretrained regression are different model bugs." + "reason": "Weight tying in Mistral3 and save_pretrained checkpoint correctness in Qwen3.5 are distinct regressions." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Generic data request versus `_torch_extract_fbank_features()` bug; no shared underlying issue." + "reason": "A placeholder/data request is unrelated to _torch_extract_fbank_features." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Different missing imports from different modules and different APIs." + "reason": "Trainer broadcast NoneType and embedding reinitialization are unrelated failures." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Trainer GPU broadcast of `None` and embedding reinitialization after resize are unrelated." + "reason": "Both are missing-import reports, but they concern different missing names and code paths." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config-field problems in different model families; not the same underlying defect." + "reason": "Defaulting None configs and missing deepstack_visual_indexes under strict serialization are different issues." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A pipeline processor-selection bug and a notebook syntax error are entirely unrelated." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null + "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to CPU/CUDA output divergence." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill while the other is about max_cache_length being honored only for quantized cache." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and fbank feature extraction are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and a specific model-loading failure are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null }, { "label": "issue", @@ -11684,13 +11734,13 @@ "cluster_id": "cluster-10000-484", "nodes": [ "issue:39692", + "issue:41950", "issue:42907", "issue:43295", "issue:43299", "issue:43381", "issue:43441", "issue:43526", - "issue:43531", "issue:43577", "issue:43673", "issue:43824", @@ -11698,18 +11748,18 @@ "issue:43976", "issue:44016", "issue:44062", - "issue:44220", + "issue:44075", "issue:44279", - "issue:44295", "issue:44327", "issue:44336", + "issue:44368", "issue:44496", "issue:44521", "issue:44683", "issue:44779", "issue:44792", "issue:44933", - "issue:44987", + "issue:45020", "issue:45042", "issue:45083", "issue:45216", @@ -11719,7 +11769,6 @@ "issue:45584", "issue:45588", "issue:45593", - "issue:45600", "issue:45759", "issue:46082", "issue:46123", @@ -11727,28 +11776,24 @@ "issue:46399", "issue:46424", "issue:46506", + "issue:46512", "issue:46515", "issue:46693", "issue:46752" ], "soft_pairs": [ - "issue:44295|issue:46506", - "issue:43531|issue:45600", - "issue:43673|issue:46424", - "issue:44016|issue:44220", - "issue:43976|issue:44987", "issue:43295|issue:45335", "issue:44683|issue:45446", - "issue:45083|issue:46506", "issue:43526|issue:43901", + "issue:45083|issue:46506", "issue:43381|issue:45593", "issue:43901|issue:44496", - "issue:42907|issue:43441", "issue:44496|issue:45042", + "issue:42907|issue:43441", "issue:43673|issue:44336", "issue:43976|issue:44279", - "issue:43441|issue:45588", "issue:44496|issue:45759", + "issue:43441|issue:45588", "issue:44016|issue:44062", "issue:44792|issue:46424", "issue:43824|issue:44933", @@ -11762,222 +11807,220 @@ "issue:44279|issue:45405", "issue:43295|issue:44779", "issue:39692|issue:43901", - "issue:43577|issue:45216" + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:41950|issue:45020" ], - "prepared_review_unit_hash": "b5f1cb8322b549bb5b9c5ae0ef7e74eb86feb06b38828ef03a41db61c8f1325d", + "prepared_review_unit_hash": "ede50ccf5a465220a969c7551979fc61eee9ce8e9a2ebb7990c6f31f028c31f9", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36340, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "soft_pair_count": 30, + "serialized_chars": 36154, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of mostly unrelated Transformers bug reports, with the strongest common thread being model/config/loading regressions. No soft pair looks like the same concrete bug or change, so all candidate merges are rejected.", - "confidence": 0.35, - "canonical_issue_reason": "issue:44496 is the most central broad failure in the set: a generic model-loading/config resolution error that also sits near other auto-model/config related reports.", + "summary": "This set is heterogeneous: the soft pairs mostly share only broad subsystem or version-regression wording, not the same concrete bug. I would not merge any of the candidate pairs; the closest thing to an umbrella issue is the broad remote-code/version-regression report, but it still does not subsume the rest.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style regression report in the set (recent versions breaking `remote_code` models) and is the closest available cluster anchor, though it does not actually duplicate most others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44496 is the best single representative of the cluster because it is broad, user-facing, and closest to the other loading/configuration-related issues.", + "best_issue_reason": "issue:45020 is the best global representative because it is broad, user-facing, and spans the kind of recent-version breakage that shows up in several other reports here; still, it is not a true duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44295", - "right": "issue:46506", - "accept": false, - "reason": "Different bugs: buffer access error vs CPU/CUDA output mismatch." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs auto_mappings/CI config cleanup." - }, - { - "left": "issue:43673", - "right": "issue:46424", - "accept": false, - "reason": "Both involve cache, but one is a missing GenerationMixin cache in chunked prefill and the other is cache-length handling for quantized cache only." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error and audio feature-extraction bug are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "Different failures: Python version compatibility vs loading a specific model." - }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Both touch tokenizer/model internals, but the concrete bugs are different (processor.tokenizer/images routing vs resized embeddings not updating decoder weights)." + "reason": "Different bugs: processor/tokenizer regression vs `resize_token_embeddings` not updating `decoder.embed_tokens`." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Same module area, but different code paths: compiled flex_attention on new torch vs a version-check bug around AuxRequest import." + "reason": "Both mention flex_attention, but one is a torch>=2.9 compiled-flex-attention failure and the other is an import/version-check bug." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Different model families and symptoms." + "reason": "Unrelated APIs: BEiT fast processor label reduction vs text-classification docs for `return_all_scores`." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "Label reduction bug in image processor vs outdated pipeline docs wording." + "reason": "Different model paths and symptoms; helper-length logic in qwen3_omni_moe is not the same as CPU/CUDA output mismatch in PPDocLayoutV3." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss logic." + "reason": "Distinct failures: gradient checkpointing in eval mode vs D-FINE auxiliary loss handling when denoising is off." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch in a pipeline vs a model/config import failure." + "reason": "Docs mismatch vs model-loading/config rejection; same broad theme of API breakage, but not the same bug." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Same model family, but saving dequantized weights and FlashAttention loading are different bugs." + "reason": "One is an unrecognized model/config issue, the other is a PIL image-processor torchvision dependency regression." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Model config/import resolution issue vs PIL image processor torchvision dependency regression." + "reason": "Different Ministral-related problems: save/dequantize failure vs FlashAttention crash." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache bug and ANSI/logging formatting bug are unrelated." + "reason": "Unrelated concerns: GenerationMixin cache during chunked prefill vs ANSI codes in loading_report." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python support regression and generic dependency issue are not the same bug." + "reason": "One is a Python-version compatibility bug; the other is a generic dependency issue with transformers." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Both mention flash attention, but one is model loading for Ministral-3 and the other is an AttributeError in a sink-less attention path." + "reason": "Different composite-model loading issues: unrecognized model config vs `from_config` not unwrapping `text_config`." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Both are model-loading/config issues, but one is missing model_type recognition while the other is text_config unwrapping for composite multimodal configs." + "reason": "Both are flash-attention related, but they hit different code paths and failure modes." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken TypeError are unrelated." + "reason": "Notebook syntax error and tokenizer keyword conflict are unrelated." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Failed janus image-generation test is unrelated to cache max length behavior." + "reason": "A Janus test failure is not the same bug as cache config max length handling." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they involve different symbols/modules and different root causes." + "reason": "Different import problems in different modules (`Qwen2_5_VLForConditionalGeneration` vs `image_utils`)." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "Different edge-case crashes in unrelated pipelines." + "reason": "Different edge-case crashes: QA span decoding top-k bounds vs empty chat-template input." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch masking bug and memory overflow are not the same issue." + "reason": "Silently dropping final batch results is unrelated to sam3-litetext memory overflow." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Different regressions affecting different Qwen variants and different save/load paths." + "reason": "Both are Qwen regressions, but one is model loading and the other is incorrect save_pretrained output; separate code paths." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Chat-template mask generation and FA2 long-context performance regression are unrelated." + "reason": "apply_chat_template assistant masks vs FA2 long-context performance regression are unrelated." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue vs torch 2.4.1 incompatibility are not the same bug." + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same defect." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings propagation bug vs Whisper empty-transcription failure after token alignment." + "reason": "Embedding resize bug and Whisper empty-transcription generation failure are different issues." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration failure are different code paths." + "reason": "LlamaConfig head_dim validation is unrelated to the Qwen3.5 kernel registration decorator bug." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Dependency issue vs PEFT version bump is unrelated." + "reason": "Dependency complaints, but one is about transformers compatibility and the other is a PEFT minimum-version bump." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they describe different concrete failures and code paths." + "reason": "Both mention tokenizer behavior, but the affected models and failures are different (processor/tokenizer API regression vs Deepseek tokenization correctness)." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but one is a SigLIP2 example error and the other is a pipeline doc mismatch." + "reason": "SigLIP2 doc-example errors are not the same as the text-classification pipeline docs mismatch." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype handling and Qwen3.5 checkpoint saving are unrelated regressions." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are separate dtype/state bugs." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling is unrelated to the Qwen3.5 `tie_word_embeddings` warning." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support failure and PEFT version bump are different release/compatibility issues." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Both involve config fields, but one is head_dim validation and the other is stale dtype metadata after from_config." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup is not the same issue as remote_code model breakage." } ] }, @@ -12003,6 +12046,7 @@ "nodes": [ "issue:33290", "issue:41950", + "issue:42175", "issue:42796", "issue:42994", "issue:43299", @@ -12013,21 +12057,23 @@ "issue:43650", "issue:43653", "issue:43854", + "issue:43901", "issue:43976", "issue:44016", - "issue:44075", "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", "issue:44291", "issue:44351", "issue:44361", - "issue:44368", "issue:44462", "issue:44466", "issue:44623", + "issue:44671", "issue:44683", "issue:44749", "issue:44779", - "issue:45020", "issue:45081", "issue:45103", "issue:45200", @@ -12035,7 +12081,7 @@ "issue:45278", "issue:45357", "issue:45372", - "issue:45405", + "issue:45397", "issue:45542", "issue:45593", "issue:45600", @@ -12045,15 +12091,9 @@ "issue:45823", "issue:45834", "issue:45907", - "issue:46082", - "issue:46209", - "issue:46512" + "issue:46209" ], "soft_pairs": [ - "issue:44075|issue:44368", - "issue:43976|issue:45405", - "issue:46082|issue:46512", - "issue:41950|issue:45020", "issue:44351|issue:45278", "issue:43299|issue:45357", "issue:42796|issue:43650", @@ -12068,199 +12108,223 @@ "issue:43650|issue:46209", "issue:44016|issue:44291", "issue:44462|issue:45081", - "issue:43441|issue:45834", "issue:44361|issue:45593", + "issue:43441|issue:45834", "issue:45103|issue:45372", "issue:42994|issue:43317", "issue:33290|issue:45656", "issue:45081|issue:45907", "issue:45600|issue:45712", - "issue:44623|issue:44749" + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43901|issue:44246", + "issue:44623|issue:45397", + "issue:43441|issue:44683" ], - "prepared_review_unit_hash": "bc28143a46e54b10e0572d7ea814fa9905e9d92faebc156037120562fb573844", + "prepared_review_unit_hash": "ee8ca5abccc1a7e04685da2809074dad5162d0db12c557c482396639eba340ce", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35003, - "estimated_input_tokens": 8751, - "estimated_eval_tokens": 17758 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36017, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated bug reports, with only loose topical overlap around Transformers v5 regressions. I rejected every soft edge because none appear to describe the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s loose theme (multiple breakages after upgrading to 5.5.0), so it is the best umbrella issue even though the set is not a true duplicate cluster.", + "summary": "This is not a true duplicate cluster: the items span unrelated tokenizer, model-loading, config, training, CI, and documentation bugs. All proposed soft edges look like false positives, so none should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue; the set is heterogeneous and the soft edges do not point to one shared underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general, high-signal regression report and best fits the cluster\u2019s common version-upgrade breakage theme.", + "best_issue_reason": "No single issue is a strong global representative for this cluster because the reports cover many different code paths and regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44075", - "right": "issue:44368", - "accept": false, - "reason": "Both mention optimizer behavior, but one is SGD args being ignored and the other is a deepspeed LoRA warning; different symptoms and code paths." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "One is a Python version compatibility break, the other is a PEFT minimum-version bump issue; related only by dependency friction, not the same bug." - }, - { - "left": "issue:46082", - "right": "issue:46512", - "accept": false, - "reason": "One is a LlamaConfig validation issue about head_dim, the other is stale dtype propagation in from_config; unrelated model-creation bugs." - }, - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Video pipeline processor lookup and remote_code model breakages are different subsystems and failure modes." - }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Missing HybridCache import and general import errors after upgrade are both import-related, but they are not the same specific failure." + "reason": "Missing import of one symbol vs broad import errors after upgrade; not the same bug." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3VL MoE loading failure and Qwen3.5 visual encoder save_pretrained regression affect different model families and code paths." + "reason": "Model loading failure vs save_pretrained key serialization regression; different code paths." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling and a vague data request are clearly unrelated." + "reason": "Tokenizer BPE marker handling vs unrelated placeholder issue; no shared bug." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Deepseek tokenizer corruption and Granite token ID regression are both tokenizer bugs, but for different model families and likely different causes." + "reason": "Both are tokenizer regressions, but they affect different models and have different failure modes." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss gating in MoE and Gemma4 mm_token_type_ids defaults are separate training-time bugs." + "reason": "MoE load-balancing loss bug vs Gemma4 mm_token_type_ids defaulting; unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4 multimodal config initialization and Llama4Config missing pad_token_id are distinct config-construction issues." + "reason": "Different config classes and errors: default-init bug vs missing attribute." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both touch weight serialization/resizing, but one is tied-weight serialization and the other is embedding-resize propagation; not the same fix." + "reason": "Serialization inconsistency vs embedding-resize propagation; different functionality." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL loading and GLM-4.7-Flash unit-test loading are separate model-loading regressions." + "reason": "Different models and symptoms; only broadly both are loading issues." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor resolution and Gemma4 PLE device-mismatch are unrelated issues." + "reason": "Pipeline processor selection bug vs device mismatch during forward; unrelated." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." + "reason": "Tokenizer special-token registration vs auxiliary-loss omission; unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch 2.9 and tensorboard/tf backend installation are separate dependency/runtime problems." + "reason": "torch flex_attention compile failure vs missing TensorFlow backend package; unrelated." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "A vague data request and FP8 inference failure on B200 are unrelated." + "reason": "No substantive overlap: placeholder issue vs FP8 inference failure on B200." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights unexpected argument are different failure classes." + "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are both tokenizer-related but address different mechanisms." + "reason": "Tokenizer loading preference vs regex patch crash; different loader paths." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 long OCR index error are unrelated model-specific bugs." + "reason": "Tokenizer AttributeError vs D-FINE loss bug; unrelated." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss omission are unrelated." + "reason": "FlashAttention failure for Ministral vs OCR index error in Kosmos2.5; unrelated." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation handling and Gemma4 processor loading import failure are separate utility vs model-loading bugs." + "reason": "auto_docstring annotation bug vs Gemma4 processor import error; unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized model offload loading failure are both quantization-adjacent but not the same concrete bug." + "reason": "Quantized save failure vs dequantized load/offload failure; related area but different bugs." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Deepspeed OOM with Adafactor and optimizer step called twice with deepspeed are different deepspeed optimizer issues." + "reason": "Adafactor OOM vs DeepSpeed double optimizer step; different optimizer problems." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral regex patch crash and list_repo_files revision forwarding are unrelated." + "reason": "Tokenizer regex crash vs repo file listing missing revision forwarding; unrelated." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Broken auto_mappings references and leftover dummy classes are both CI/cleanup issues but not the same change." + "reason": "Stale auto_mappings references vs leftover dummy classes; different CI failures." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained missing files and slower data filtering after upgrade are unrelated regression reports." + "reason": "processor.save_pretrained missing files vs slow filtering after upgrade; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA layernorm epsilon bug vs GlmMoeDsaIndexer split return issue; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow backend in torch install vs Python version compatibility regression; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model regressions and different code paths; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch vs import performance regression; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save-pretrained file omission vs Gemma4 zero3 from_pretrained; different load/save paths." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one ignores tokenizer.json and the other crashes while patching Mistral regex." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and have different failure modes." } ] }, @@ -12285,12 +12349,12 @@ "cluster_id": "cluster-10000-484", "nodes": [ "issue:41628", - "issue:42175", "issue:42491", "issue:43299", - "issue:43441", "issue:43525", "issue:43526", + "issue:43531", + "issue:43540", "issue:43643", "issue:43673", "issue:43723", @@ -12298,24 +12362,21 @@ "issue:43784", "issue:43824", "issue:43881", - "issue:43901", "issue:43976", "issue:44016", "issue:44162", "issue:44188", "issue:44242", "issue:44246", - "issue:44261", - "issue:44263", + "issue:44295", "issue:44297", "issue:44336", "issue:44373", + "issue:44451", + "issue:44485", "issue:44496", "issue:44589", - "issue:44623", - "issue:44671", - "issue:44683", - "issue:44779", + "issue:44871", "issue:45003", "issue:45103", "issue:45362", @@ -12328,21 +12389,17 @@ "issue:45823", "issue:46291", "issue:46399", + "issue:46424", "issue:46614", "issue:46655", "issue:46665", - "issue:46726" + "issue:46726", + "issue:46752" ], "soft_pairs": [ - "issue:44261|issue:44263", - "issue:42175|issue:43976", - "issue:44671|issue:44779", - "issue:44623|issue:45397", - "issue:43901|issue:44246", - "issue:43441|issue:44683", - "issue:43673|issue:43761", - "issue:43723|issue:44162", "issue:45542|issue:45800", + "issue:43723|issue:44162", + "issue:43673|issue:43761", "issue:43824|issue:43976", "issue:43525|issue:43881", "issue:44016|issue:45823", @@ -12350,8 +12407,8 @@ "issue:43525|issue:43643", "issue:44589|issue:45362", "issue:44188|issue:44336", - "issue:44336|issue:44373", "issue:46655|issue:46726", + "issue:44336|issue:44373", "issue:41628|issue:43976", "issue:44246|issue:44496", "issue:43784|issue:45542", @@ -12361,204 +12418,217 @@ "issue:45103|issue:46399", "issue:43526|issue:45003", "issue:44242|issue:45593", - "issue:42491|issue:43299" - ], - "prepared_review_unit_hash": "1e3b04818d5bf8e7535ba0ee10c8c47fc78e8ec6b0ac0bd530ae872cf987ab5f", - "component_budget": { + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:43540|issue:46752", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:44336|issue:44485", + "issue:44451|issue:46752", + "issue:44336|issue:46424" + ], + "prepared_review_unit_hash": "754709a988ba0c7f053dd6454a7b7da8e5c4f5640c2d58908079c16b77c83d53", + "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35979, - "estimated_input_tokens": 8995, - "estimated_eval_tokens": 18246 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35717, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of mostly distinct Transformers regressions, API/import failures, model-specific bugs, and docs/test issues. I don\u2019t see any true duplicate issue pairs; the closest cluster-center is a broad tokenizer/loading regression report.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43723 is the broadest user-facing loading regression and is the best umbrella reference among otherwise unrelated bug reports.", + "summary": "This cluster is highly heterogeneous: most items are separate regressions, import errors, model-specific load failures, or unrelated tooling/doc issues. I would not merge any of the soft pairs as duplicates; the only reasonable anchor is the broad config-loading regression in issue 43643, but even that is not a true duplicate of the others.", + "confidence": 0.22, + "canonical_issue_reason": "Issue 43643 is the broadest and most central loading/config regression in the set, with a generic code path and clearer triage value than the highly model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43723 is the most representative of the cluster\u2019s general load-path breakage without being overly model-specific.", + "best_issue_reason": "Issue 43643 is the best representative issue because it targets a common upstream loading path and is more generally actionable than the other narrowly scoped bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44261", - "right": "issue:44263", - "accept": false, - "reason": "Different GLM/MoE failures: missing layernorm epsilon vs wrong torch.split return handling." - }, - { - "left": "issue:42175", - "right": "issue:43976", - "accept": false, - "reason": "Backend packaging bug vs Python-version compatibility; unrelated causes and fixes." - }, - { - "left": "issue:44671", - "right": "issue:44779", - "accept": false, - "reason": "Different models and symptoms: CamemBERT MLM predictions vs Deepseek tokenizer output." - }, - { - "left": "issue:44623", - "right": "issue:45397", - "accept": false, - "reason": "Save-pretrained file emission bug vs from_pretrained/ZeRO loading failure." - }, - { - "left": "issue:43901", - "right": "issue:44246", - "accept": false, - "reason": "Docs mismatch vs import-time performance issue; not the same bug." - }, - { - "left": "issue:43441", - "right": "issue:44683", - "accept": false, - "reason": "Both touch attention kernels, but they are different failure modes on different paths/models." - }, - { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Generation cache chunked-prefill bug vs CLIPVision hidden_states regression." + "reason": "Different failure modes: TensorFlow backend handling vs a torch/transformers version incompatibility." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression vs ESM2 model breakage; too different to merge." + "reason": "Tokenizer loading regression and ESM2 model breakage are unrelated code paths." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "TensorFlow backend install issue vs torch/transformers version incompatibility." + "reason": "Generation cache issue during chunked prefill is not the same bug as CLIP hidden-states being dropped." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing model class import vs Python 3.9/3.10 support breakage." + "reason": "Missing Qwen2.5-VL import and Python-version support problems are different issues." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4 config attribute bug vs glm-4v-9b loading failure; different models." + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure do not share the same root cause." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs Gemma4 device-mapping bug." + "reason": "Notebook syntax error is unrelated to Gemma4 device placement during forward." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both involve kernels, but one is import-time dependency resolution and the other is a decorator/registration crash." + "reason": "Kernel dependency version/revision validation and a missing decorator on rotary-pos-emb registration are different problems." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing config field in Llama4 vs AutoConfig returning incomplete fields under trust_remote_code." + "reason": "Both are config-related, but one is a missing attribute on Llama4Config while the other is trust_remote_code returning incomplete AutoConfig fields." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Missing Float8 storage type vs Qwen chat crash; unrelated code paths." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence vs ANSI codes in reporting output; unrelated." + "reason": "torch.compile attention divergence is not the same as ANSI codes emitted by loading_report." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "Logging/reporting output bug vs wrong docstring; not duplicates." + "reason": "Video padding calculation in SmolVLM is unrelated to AutoProcessor's missing-vision-backend error." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Video padding calculation bug vs missing-vision-backend processor import error." + "reason": "A terminal-color output bug and a docstring issue are not duplicates." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import error vs Python version support issue." + "reason": "AutoImageProcessor import failure is not the same as Python 3.9/3.10 compatibility breakage." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Slow import vs unrecognized model/config parsing failure." + "reason": "Load-balancing loss omission and unrecognized model/config loading are different code paths." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "sentence-transformers import NameError vs TensorFlow backend installation issue." + "reason": "sentence-transformers import NameError and undefined tf backend initialization are unrelated." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch vs from_pretrained loading failure." + "reason": "Tokenizer save metadata mismatch is different from Gemma4 zero3 from_pretrained loading." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist race condition vs stale warning text; different bugs." + "reason": "A pytest-xdist file race and a stale generation warning are not the same bug." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer language state vs inconsistent from_pretrained behavior in classes." + "reason": "Stale phonemizer backend state and from_pretrained behavior inside Python classes are unrelated." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring crash with future annotations vs kernel registration error." + "reason": "auto_docstring annotation handling and Qwen3.5 kernel registration are different subsystems and failures." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs unsafe sys.modules access." + "reason": "BeitImageProcessorFast label reduction and modeling_utils sys.modules access are unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Different loss-missing bugs in different models/features; not one code-path." + "reason": "Missing load-balancing loss and missing auxiliary losses are similar at a high level but not the same concrete bug." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen MoE/v5, but one is LoRA checkpoint compatibility and the other is model loading regression." + "reason": "Both mention Qwen3 MoE, but they describe different loading failures and model variants, so they are not safe duplicates." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are different issues." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to empty chat-template input handling." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma-3 eos_token_id configuration are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access and Gemma4 zero3 loading are different failure modes." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "A specific model loading failure and empty list handling in apply_chat_template are not duplicates." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Loading-report terminal coloring and cache length semantics are unrelated." } ] }, @@ -12588,38 +12658,38 @@ "issue:42886", "issue:43257", "issue:43262", + "issue:43295", "issue:43475", - "issue:43531", "issue:43540", "issue:43550", "issue:43596", "issue:43673", "issue:43901", + "issue:44038", "issue:44162", "issue:44220", "issue:44242", "issue:44246", "issue:44295", - "issue:44336", "issue:44351", - "issue:44451", + "issue:44466", "issue:44479", - "issue:44485", "issue:44496", "issue:44561", + "issue:44623", "issue:44734", "issue:44749", "issue:44779", "issue:44857", - "issue:44871", + "issue:44877", "issue:45003", "issue:45137", "issue:45200", "issue:45292", - "issue:45362", + "issue:45335", "issue:45375", - "issue:45397", "issue:45561", + "issue:45584", "issue:45600", "issue:45759", "issue:45859", @@ -12629,16 +12699,9 @@ "issue:46424", "issue:46506", "issue:46655", - "issue:46752" + "issue:46726" ], "soft_pairs": [ - "issue:43531|issue:45362", - "issue:43540|issue:46752", - "issue:44246|issue:44871", - "issue:44295|issue:45397", - "issue:44336|issue:44485", - "issue:44451|issue:46752", - "issue:44336|issue:46424", "issue:42886|issue:46132", "issue:43550|issue:46506", "issue:41950|issue:44220", @@ -12651,226 +12714,233 @@ "issue:44734|issue:46424", "issue:44496|issue:45003", "issue:43540|issue:46655", - "issue:45859|issue:46399", "issue:43673|issue:44561", "issue:44162|issue:45200", - "issue:44479|issue:46655", - "issue:43475|issue:46369", "issue:44242|issue:44857", - "issue:45375|issue:45759", + "issue:45859|issue:46399", "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:43475|issue:46369", "issue:44295|issue:44749", "issue:45137|issue:45600", - "issue:36246|issue:43596" + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:43295|issue:45292", + "issue:44561|issue:46399", + "issue:45292|issue:45584", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44038|issue:46506" ], - "prepared_review_unit_hash": "5ba0366316c328c99ec5201a2e3b9808492460ac315ebacb4f39848e9472dac0", + "prepared_review_unit_hash": "0278dd12ce2a4290d2bc340cf3c7bc5b2efe881b8d0d72c15be4fc5c0d750c7f", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36600, - "estimated_input_tokens": 9150, - "estimated_eval_tokens": 18556 + "serialized_chars": 36713, + "estimated_input_tokens": 9179, + "estimated_eval_tokens": 18614 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely heterogeneous Transformers bug reports rather than true duplicates. The soft pairs only share broad subsystems like video, cache, or import paths, but not the same underlying failure mode. No PRs were provided.", - "confidence": 0.41, - "canonical_issue_reason": "issue:44479 is the strongest representative: it describes a broad, concrete regression affecting multiple Qwen video variants with a shared failure path, making it more central than the narrower, model-specific reports.", + "summary": "This cluster is mostly a loose topical grouping of unrelated issues: import/load failures, cache/processor regressions, DeepSpeed problems, and several model-specific video/text bugs. The soft pairs are similar in wording or subsystem, but they do not look like the same underlying defect.", + "confidence": 0.85, + "canonical_issue_reason": "issue:44479 is the cleanest concrete regression in the set: it names the affected Qwen VL families, version, and symptom, and is more actionable than the broader or more ambiguous reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best cluster anchor because it captures the clearest multi-model v5 regression with explicit impact and reproducible symptoms; the rest are mostly isolated edge cases or unrelated failures.", + "best_issue_reason": "issue:44479 is the best representative issue because it is a well-scoped, user-facing bug report with a clear failure mode and model/version context.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43531", - "right": "issue:45362", - "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding_window behavior vs a Qwen3.5 chat crash; no shared code path or fix." - }, - { - "left": "issue:43540", - "right": "issue:46752", - "accept": false, - "reason": "Different failure modes: video input processing error vs empty-list apply_chat_template IndexError." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Unrelated: import-time slowdown vs Gemma-3 eos_token_id config mismatch." - }, - { - "left": "issue:44295", - "right": "issue:45397", - "accept": false, - "reason": "Different paths: position_ids buffer access bug vs Gemma-4 ZeRO3 from_pretrained issue." - }, - { - "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "Completely different: terminal ANSI output cleanup vs GLM-5 RoPE implementation discussion." - }, - { - "left": "issue:44451", - "right": "issue:46752", - "accept": false, - "reason": "Unrelated model-loading failure vs empty-list chat template crash." - }, - { - "left": "issue:44336", - "right": "issue:46424", - "accept": false, - "reason": "Different subsystems: ANSI codes in loading_report vs cache length configuration semantics." - }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading bug and AttentionInterface.register behavior change are distinct issues." + "reason": "Offline tokenizer cache loading failure and AttentionInterface.register behavior change are different code paths and symptoms." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Different runtime problems: torch.compile+SDPA on Bamba vs CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "torch.compile/SDPA crash in Bamba is unrelated to CPU-vs-CUDA output differences in PPDocLayoutV3." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline processor lookup vs audio fbank feature extraction are unrelated." + "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features are separate bugs in different subsystems." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer regression vs resize_token_embeddings not updating output embeddings; different code paths." + "reason": "Deepseek tokenizer corruption and resize_token_embeddings not updating output embeddings are different failures." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access in modeling_utils." + "reason": "A docs/behavior mismatch for return_all_scores is not the same as unsafe sys.modules access in modeling_utils." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different fixes." + "reason": "Both are import errors, but they concern different missing symbols and different loading paths." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: Qwen2_5_VLImageProcessor export gap vs HybridCache export/deprecation." + "reason": "Different missing imports: Qwen2_5_VLImageProcessor versus HybridCache." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque underflow." + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to a ZeRO3 empty-deque IndexError." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist file race are unrelated." + "reason": "modeling_utils sys.modules access and xdist race on captured_info.txt are unrelated bugs." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "KV-cache continuation crash in transformers serve vs cache max length being honored only for quantized cache." + "reason": "Serve KV-cache continuation indexing and cache max_length behavior are distinct cache issues with different fixes." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Model-type recognition failure for a specific repo vs sys.modules access bug; no shared root cause." + "reason": "Unrecognized model/config loading and unsafe sys.modules access are different root causes." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but Qwen3OmniMoe video input ValueError and SmolVLM padding calculation are different bugs." - }, - { - "left": "issue:45859", - "right": "issue:46399", - "accept": false, - "reason": "Both mention Qwen3.5 rotary code, but CPU offload compatibility and missing apply_rotary_pos_emb registration are separate fixes." + "reason": "Both involve video inputs, but they are different model families and different processor bugs." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache missing during chunked_prefill is not the same as trust_remote_code breakage from removing is_torch_fx_available." + "reason": "Missing GenerationMixin cache in chunked_prefill and removal of is_torch_fx_available break different features." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-family issues." + "reason": "ESM2 failure and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Both are video regressions, but they affect different models and likely different root causes; not mergeable as one fix." + "reason": "Missing load-balancing loss and an AMP/CUDA crash in LwDetrImageLoss are different defects." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "SAM3 video encoder attribute error vs SAM3 lite text memory overflow are different failure modes." + "reason": "Both target Qwen3.5 MOE, but CPU-offload incompatibility and missing decorator registration are different concrete problems." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Load-balancing loss omission and AMP/CUDA crash in LwDetrImageLoss are unrelated." + "reason": "Audio sampling-rate defaulting and slow import time do not share the same underlying bug." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing config field under @strict and from_config not unwrapping text_config are both Qwen multimodal, but not the same underlying bug." + "reason": "Missing config field in Qwen3.5MoeVisionConfig and text_config unwrapping in AutoModelForCausalLM are separate composite-config issues." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related regressions, but they affect different models and stem from different processor logic." + }, + { + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Audio chat-template sampling-rate default bug and import slowdown are unrelated." + "reason": "SAM 3 Video missing attribute and sam3-litetext memory overflow are not the same bug." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error vs a performance regression after upgrading Transformers are not the same bug." + "reason": "Buffer access IndexError and performance slowdown after upgrade are unrelated." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque pop error and broken Sam3LiteText auto_mappings references are unrelated." + "reason": "DeepSpeed ZeRO3 deque failure and stale auto_mappings config references are different issues." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2_5_VL import failure and ZeRO3/BertModel index error are different issues despite both being runtime exceptions." + "reason": "Qwen2_5_VLImageProcessor import failure and BertModel ZeRO3 IndexError are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict granite_speech config loading and missing deepstack_visual_indexes are both config issues, but for different models and fields." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer/image handling regression and resize_token_embeddings not updating output_embeddings are different API regressions." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Broken trust_remote_code from removed is_torch_fx_available is unrelated to the Qwen3.5 decorator problem." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern serialization/resizing of embeddings, but they describe different model components and failure modes." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing save_pretrained files and unrecognized image processor on AutoProcessor load are different processor-path bugs." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe version bug and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." } ] }, @@ -12898,24 +12968,26 @@ "issue:30333", "issue:42886", "issue:43065", - "issue:43295", "issue:43352", "issue:43408", "issue:43475", "issue:43540", "issue:43653", "issue:43723", + "issue:43906", "issue:43931", - "issue:44038", + "issue:43994", "issue:44060", "issue:44077", "issue:44162", "issue:44188", + "issue:44297", + "issue:44361", "issue:44368", - "issue:44466", "issue:44479", - "issue:44561", + "issue:44483", "issue:44623", + "issue:44749", "issue:44877", "issue:44977", "issue:44987", @@ -12923,9 +12995,6 @@ "issue:45200", "issue:45229", "issue:45250", - "issue:45292", - "issue:45335", - "issue:45375", "issue:45397", "issue:45412", "issue:45459", @@ -12933,235 +13002,250 @@ "issue:45584", "issue:45588", "issue:45656", + "issue:45685", "issue:45987", "issue:46082", "issue:46123", "issue:46170", "issue:46202", - "issue:46399", - "issue:46506", + "issue:46421", + "issue:46431", "issue:46710", "issue:46726" ], "soft_pairs": [ - "issue:44877|issue:45375", - "issue:44561|issue:46399", - "issue:43295|issue:45292", - "issue:45292|issue:45584", - "issue:44466|issue:45335", - "issue:44623|issue:46726", - "issue:44038|issue:46506", "issue:29870|issue:30333", - "issue:44987|issue:45459", "issue:44479|issue:46170", + "issue:44987|issue:45459", "issue:43352|issue:45250", - "issue:44060|issue:44077", "issue:45412|issue:46123", - "issue:43653|issue:44162", + "issue:44060|issue:44077", "issue:44368|issue:44977", - "issue:44995|issue:45200", + "issue:43653|issue:44162", "issue:44877|issue:46170", + "issue:44995|issue:45200", "issue:43475|issue:43540", "issue:42886|issue:45229", "issue:45397|issue:45656", "issue:43065|issue:43408", + "issue:44368|issue:45563", "issue:44995|issue:45588", "issue:43931|issue:44368", - "issue:44368|issue:45563", "issue:43723|issue:46710", "issue:45987|issue:46082", - "issue:44188|issue:46202" + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45584|issue:46170", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:43994|issue:46726" ], - "prepared_review_unit_hash": "fd5b4b07761ddac171c61568f7e3acb2c38310a6cb26c7cc8a2a7c62c9779d30", + "prepared_review_unit_hash": "b79c8ff4355596e2069f79c15fb1469b3a65f8d0480ce0af49405c2a593684f3", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35819, - "estimated_input_tokens": 8955, - "estimated_eval_tokens": 18166 + "soft_pair_count": 29, + "serialized_chars": 36481, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft-pair candidates look like unrelated issues rather than duplicates. They span different models, subsystems, and failure modes; none are safe to merge as the same underlying bug. No PRs were provided.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45229 is the strongest standalone candidate: it has the clearest impact, detailed reproduction, and the most discussion activity in the set.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45229 is the best representative overall because it is concrete, high-impact, and well-substantiated compared with the others.", + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, generation, config, vision, memory, and infrastructure problems. None of the soft-edge pairs look like the same underlying bug or change, so all should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue is appropriate here because the issues are not duplicates of one another; they describe distinct bugs and regressions across different models, APIs, and subsystems.", + "canonical_pr_reason": "No pull requests were provided in this cluster.", + "best_issue_reason": "No single issue is a good representative for the cluster, since there is no shared underlying defect tying these reports together.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44877", - "right": "issue:45375", - "accept": false, - "reason": "Different config-loading bugs: granite_speech strict config rejection vs missing deepstack_visual_indexes in Qwen3.5MoeVisionConfig." - }, - { - "left": "issue:44561", - "right": "issue:46399", - "accept": false, - "reason": "Different failures: removed helper breaking trust_remote_code models vs a Qwen3.5 kernel registration/decorator issue." - }, - { - "left": "issue:43295", - "right": "issue:45292", - "accept": false, - "reason": "Different regressions: processor/tokenizer image handling vs resize_token_embeddings not updating output embeddings." - }, - { - "left": "issue:45292", - "right": "issue:45584", - "accept": false, - "reason": "Different code paths and symptoms: embedding resize propagation vs Whisper empty-transcription failure after align_special_tokens." - }, - { - "left": "issue:44466", - "right": "issue:45335", - "accept": false, - "reason": "Related to embeddings, but not the same bug: device-dependent lm_head serialization vs decoder.embed_tokens not updating on resize." - }, - { - "left": "issue:44623", - "right": "issue:46726", - "accept": false, - "reason": "Different lifecycle stages: processor.save_pretrained omitting files vs AutoProcessor failing to identify a missing vision backend at load time." - }, - { - "left": "issue:44038", - "right": "issue:46506", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "Different models and problems: Qwen3-VL-Moe loading regression vs CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are unrelated failures." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Completely unrelated: generation-time Bart UnboundLocalError vs MLflow job-status reporting on training failure." + "reason": "Video input regression in Qwen/VL models is unrelated to Windows ROCm import/dependency errors." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Not the same bug: one is a package/model loading failure, the other is tokenizer error masking when protobuf is absent." + "reason": "A model-loading failure for physical-intelligence/fast is not the same as protobuf masking tokenizer errors." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Different issues: video-input regression across Qwen models vs Windows/ROCm import/type errors from torch.distributed dependency." + "reason": "NemotronHForCausalLM not supporting Flash Attention 2.0 is not the same as a generic Flash Attention 2.0 issue." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Too broad to merge: specific Nemotron FA2 unsupported warning vs a generic Flash Attention 2.0 issue without the same code path." + "reason": "RT-DETR memory release and MaskGenerationPipeline batch handling are different code paths and bugs." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Different subsystems: tied-weights warning in Qwen3-Next vs patchtsmixer post_init permission/validation issue." + "reason": "A Qwen3-Next tied-weights warning and patchtsmixer post_init validation are unrelated model/config issues." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Different behaviors: RT-DETR memory not released on GC vs MaskGenerationPipeline dropping partial-batch results." + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as a flash-attention generation bug." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Different model-specific failures: BigBirdTokenizer special-token decoding vs broad ESM2 breakage." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct tokenizer/model issues." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Both mention Qwen3.5, but one is a tied-embeddings warning during LoRA fine-tuning and the other is a flash-attention generation regression." + "reason": "Strict config loading for granite_speech is unrelated to a Windows ROCm torch.distributed import failure." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Different models and bugs: stale cache crash in GlmMoeDsa vs Gemma 4 needing mm_token_type_ids defaulting." - }, - { - "left": "issue:44877", - "right": "issue:46170", - "accept": false, - "reason": "Unrelated: strict Granite Speech config loading vs a Windows ROCm import/type issue." + "reason": "GlmMoeDsa stale cache crash and Gemma4 mm_token_type_ids defaulting are different defects." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are video-related, but one is a SAM3 VisionEncoderOutput attribute bug and the other is a Qwen3OmniMoe video-input processing error." + "reason": "Missing fpn_position_embeddings in SAM 3 video and Qwen3OmniMoe video ValueError are separate model implementation problems." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Different failure classes: offline tokenizer cache loading vs multi-GPU CUDA OOM during Gemma4 inference." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Different distributed-training problems: Gemma-4 Zero3 from_pretrained vs DeepSpeed optimizer stepping twice." + "reason": "Gemma-4 zero3 from_pretrained and a deepspeed double optimizer step are different training/runtime bugs." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Not the same bug: dummy Conv2d implementation detail vs a mismatched sam3_video/sam3_tracker config warning." + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker type mismatch are separate SAM 3 issues." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning in paged generate() are not the same bug." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Different code paths: stale indexer cache crash vs flash_attention.py AttributeError on s_aux=None." + "reason": "GlmMoeDsa cache corruption and flash_attention.py failing on s_aux=None are different failures in different subsystems." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Different symptoms: Qwen3-VL weight-shape mismatch vs a tie_word_embeddings warning on Qwen3.5 fine-tuning." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "Different issues: embedding-tie warning vs paged generate emitting a stale num_return_sequences warning." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to Qwen3.5 tie_word_embeddings warnings." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Different severity and root cause: tokenizer loading in v5 vs an accuracy regression in DeepSeek after upgrading Transformers." + "reason": "Tokenizer loading in v5 and DeepSeek-R1 accuracy regression are not the same underlying problem." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Different API contracts: StaticCache seq-length return type vs LlamaConfig head_dim validation." + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated API/config issues." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Completely unrelated: torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure on the \u2581 token." + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip failure are not duplicates." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "chat/completions request rejection in v5.3 and Gemma roundtrip token handling are different problems." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention-kernel divergence and cache lazy-init recompilation are different performance/correctness bugs." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support for Int and apply_chat_template missing chat template are unrelated errors." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty transcription handling and Windows ROCm import issues have no common code path." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM 3 Conv2d placeholder and MaskGenerationPipeline partial-batch dropping are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a Transformers upgrade slowdown are not the same issue." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained class metadata mismatch and processor.save_pretrained missing files are different serialization bugs." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and AutoProcessor missing-vision-backend handling are distinct vision-model issues." } ] }, @@ -13189,8 +13273,8 @@ "issue:30990", "issue:39692", "issue:41628", + "issue:42371", "issue:42994", - "issue:43065", "issue:43232", "issue:43441", "issue:43475", @@ -13200,50 +13284,41 @@ "issue:43646", "issue:43673", "issue:43701", - "issue:43906", + "issue:43723", + "issue:43784", + "issue:43873", "issue:43986", - "issue:43994", "issue:44038", "issue:44162", "issue:44188", - "issue:44297", - "issue:44361", - "issue:44483", + "issue:44351", "issue:44623", "issue:44749", "issue:44869", "issue:44871", "issue:44933", + "issue:44945", "issue:44964", + "issue:45092", "issue:45137", "issue:45230", "issue:45310", "issue:45356", "issue:45375", + "issue:45381", "issue:45397", + "issue:45406", "issue:45478", - "issue:45584", "issue:45656", - "issue:45685", - "issue:46123", + "issue:45753", "issue:46132", - "issue:46170", "issue:46202", - "issue:46421", - "issue:46431", + "issue:46326", + "issue:46399", "issue:46726", "issue:46752" ], "soft_pairs": [ - "issue:43906|issue:46202", - "issue:44483|issue:46202", - "issue:44188|issue:46421", - "issue:45685|issue:46431", - "issue:45584|issue:46170", - "issue:43065|issue:46123", - "issue:44361|issue:44749", - "issue:44297|issue:44623", - "issue:43994|issue:46726", "issue:43646|issue:44162", "issue:44749|issue:45656", "issue:43701|issue:44749", @@ -13256,224 +13331,233 @@ "issue:45375|issue:45478", "issue:28282|issue:30990", "issue:44964|issue:45137", - "issue:41628|issue:44933", - "issue:44869|issue:45356", "issue:43986|issue:46726", + "issue:41628|issue:44933", "issue:45310|issue:45375", + "issue:44869|issue:45356", "issue:42994|issue:43525", "issue:44038|issue:44623", "issue:45230|issue:45397", - "issue:39692|issue:46726" + "issue:39692|issue:46726", + "issue:43723|issue:46326", + "issue:43475|issue:45381", + "issue:42371|issue:45092", + "issue:43784|issue:46399", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:45406|issue:46202", + "issue:44945|issue:45753", + "issue:41628|issue:44351" ], - "prepared_review_unit_hash": "e20c6ac2e172c41160a8f0de8bf766f8e49d2b4ddb622387dc913f7e714d091c", + "prepared_review_unit_hash": "7d0d68181c43b6f376f1982e64464b0ca89a466ae3a21f0725c69cbfaaef41ee", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36155, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "serialized_chars": 36075, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a bag of unrelated Transformers regressions; only a couple of soft edges look plausibly duplicate at the same code path. The strongest match is the AutoProcessor/vision-backend missing-dependency crash pair.", - "confidence": 0.58, - "canonical_issue_reason": "issue:43986 is the clearest representative of the most concrete duplicate-like bug in the set: AutoProcessor loading fails confusingly when a required vision backend is absent. It has a detailed repro and inbound references, making it a better anchor than the broader or more generic reports.", + "summary": "This cluster is mostly a grab-bag of distinct Transformers bugs/regressions. The only clear duplicate-looking pair is the AutoProcessor/vision-backend crash without torchvision; the rest are related only at a broad subsystem or model-family level and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43986 is the strongest representative of the one true duplicate pair: it is the earlier report, has more inbound references, and describes the same AutoProcessor crash when a required vision backend is missing.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43986 is the best global issue representative because it is specific, reproducible, and aligns with the strongest soft-edge duplicate candidate.", + "best_issue_reason": "issue:43986 is the best issue anchor because it is the earliest and most referenced instance of the duplicate AutoProcessor/vision-backend failure, making it the most suitable canonical issue in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43906", - "right": "issue:46202", - "accept": false, - "reason": "Both mention generation/tokenization behavior, but one is an isolated reproduction of an older issue while the other is a Gemma roundtrip failure on a specific token; the concrete failures and code paths do not line up." - }, - { - "left": "issue:44483", - "right": "issue:46202", - "accept": false, - "reason": "An OpenAI-compatible chat-completions request rejection is unrelated to a Gemma pipeline roundtrip/tokenization bug." - }, - { - "left": "issue:44188", - "right": "issue:46421", - "accept": false, - "reason": "Both touch generation/compile behavior, but one is about attention-kernel divergence under torch.compile and the other about cache lazy-init causing recompilation; related area, different bug." - }, - { - "left": "issue:45685", - "right": "issue:46431", - "accept": false, - "reason": "MPS histogram support and empty chat-template handling are unrelated code paths." - }, - { - "left": "issue:45584", - "right": "issue:46170", - "accept": false, - "reason": "Whisper empty-transcription decoding and Windows ROCm torch.distributed import issues are unrelated." - }, - { - "left": "issue:43065", - "right": "issue:46123", - "accept": false, - "reason": "A dummy Conv2d in SAM3PixelDecoder is not the same underlying bug as MaskGenerationPipeline dropping the last partial batch results." - }, - { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "Tokenizer AttributeError and a 10x filtering slowdown are different symptoms, different subsystems, and not one concrete bug." - }, - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "Both are save_pretrained-related, but one is tokenizer class metadata mismatch and the other is missing processor files; too different to merge as one bug." - }, - { - "left": "issue:43994", - "right": "issue:46726", - "accept": false, - "reason": "SigLIP2 nonsensical outputs and AutoProcessor backend-missing import failure are different failure modes." - }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "A generic custom-model-init regression is not the same bug as ESM2 breakage." + "reason": "Both are regression-style complaints, but one is about custom model initialization and the other is an ESM2-specific breakage; they do not describe the same code-path failure." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression in data filtering and double optimizer.step under deepspeed are unrelated." + "reason": "One reports preprocessing slowdown after upgrade; the other is about DeepSpeed causing optimizer.step to run twice. Different subsystems and symptoms." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "resume_from_checkpoint key mismatch is not the same as a text-processing slowdown." + "reason": "Checkpoint resume key mismatch and token-filtering slowdown are unrelated failures." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are unrelated." + "reason": "EOS-token config mismatch in Gemma is unrelated to AttentionInterface.register changing callback behavior." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving and GGUF loading are both quantization-adjacent, but they are different operations and different bug classes." + "reason": "Both mention quantization/gguf, but one is model saving and the other is model loading; not the same bug." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing files from processor.save_pretrained is unrelated to duplicate optimizer steps." + "reason": "Missing files from processor.save_pretrained is unrelated to the DeepSpeed double optimizer-step report." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and empty-list apply_chat_template crash are unrelated." + "reason": "FlashAttention failure for Ministral and apply_chat_template IndexError are different code paths with no clear overlap." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both concern generation internals, but sync_gpus update handling and chunked_prefill cache initialization are distinct code paths." + "reason": "Both are generation-related, but one is a sync_gpus kwargs update issue and the other is missing cache during chunked_prefill; too different to merge." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing fpn_position_embeddings on SAM3 video output is unrelated to trust_remote_code stripping fields from AutoConfig." + "reason": "A missing field on Sam3VisionEncoderOutput is not the same as trust_remote_code dropping fields from AutoConfig." }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "These both target the same Qwen3.5-Moe loading path and the same from_pretrained/strict-field handling area; the missing deepstack_visual_indexes field is a plausible root cause of the reported from_pretrained failure." + "accept": false, + "reason": "Same model family, but one is a missing config field silently dropped by strict parsing and the other is a generic from_pretrained error; insufficient evidence of one bug." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "An ImportError for missing PyTorch is not the same bug as sentence-transformers getting stuck during loading." + "reason": "PyTorch import failure for AutoModel and a Sentence Transformers loading stall are unrelated." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Model loading failure and DeepSpeed ZeRO3 deque underflow are different problems." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Both describe the same AutoProcessor failure when a required vision backend is missing, producing a confusing unrecognized-image-processor crash." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols and likely different API breaks." + "reason": "These are both import/export complaints, but they reference different symbols and likely different API surfaces." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Whisper trailing replacement-character decode crash and Kimi tokenizer codec regression are different tokenizer bugs." - }, - { - "left": "issue:43986", - "right": "issue:46726", - "accept": true, - "reason": "Both report confusing AutoProcessor failures when required vision/image backend support is missing; this looks like the same backend-check/load-time error path." + "reason": "The former is a general Qwen3.5 Moe from_pretrained error; the latter is a specific missing vision-config field. They may be related, but not enough to treat as the same bug." }, { - "left": "issue:45310", - "right": "issue:45375", - "accept": true, - "reason": "Both are Qwen3.5-Moe from_pretrained regressions on transformers v5.4.x, and the strict-missing-field issue plausibly explains the loading error." + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi tokenizer regression are distinct tokenizer/decoding issues." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are unrelated." + "reason": "Quantized model saving and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe behavior and processor.save_pretrained missing files do not share the same concrete bug." + "reason": "Qwen3-VL-Moe v5 incompatibility and processor.save_pretrained missing files do not share a concrete failure path." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "A placeholder bug report and a gemma-4 zero3 from_pretrained issue are not the same underlying problem." + "reason": "The generic bug report provides no specific overlap with the Gemma-4 ZeRO3 from_pretrained problem." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 documentation errors and AutoProcessor backend-missing failure are different: one is a docs/example issue, the other a runtime import/loading issue." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft edges are limited to clearly aligned cases (AutoProcessor/vision-backend missing dependency and the Qwen3.5-Moe from_pretrained/loading path), while the rest are reasonably rejected as different bug classes or subsystems. No obvious overstatement of evidence." - }, + "reason": "SigLIP2 doc example errors and the missing-vision-backend AutoProcessor crash are different issues." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message on mistral_common tokenizers are separate behaviors." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both involve vision/video models, but the missing output attribute and wrong vision_position_ids are different concrete bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers and a Qwen3.5 kernel-registration ValueError are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and divergent attention kernels under torch.compile are different generation internals issues." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading/quantization behavior and wrong LLM output with pipeline parallelism are distinct problems." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure on \u2581 are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and Qwen3_5 infinite-loop on a specific image are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus HybridCache; likely separate export regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair is a clearly close AutoProcessor/vision-backend duplicate candidate. The rest of the verdicts stay conservative and appropriately avoid merging unrelated subsystem regressions. I\u2019d only soften the wording from certainty to \u2018appears to be the same bug\u2019 if you want maximal caution." + }, "evaluator_used": true, "retried": false, "accepted_nontrivial_soft_edge": true, @@ -13500,7 +13584,7 @@ "issue:36010", "issue:41628", "issue:42175", - "issue:42371", + "issue:42222", "issue:42673", "issue:42831", "issue:42898", @@ -13508,279 +13592,280 @@ "issue:43232", "issue:43278", "issue:43377", - "issue:43475", + "issue:43479", "issue:43504", "issue:43704", "issue:43723", - "issue:43784", "issue:43824", - "issue:43873", "issue:43976", + "issue:44016", "issue:44038", - "issue:44188", + "issue:44079", "issue:44222", "issue:44242", - "issue:44351", "issue:44496", "issue:44568", + "issue:44623", + "issue:44779", "issue:44792", + "issue:44869", "issue:44933", - "issue:44945", "issue:45081", - "issue:45092", "issue:45103", "issue:45137", + "issue:45200", "issue:45310", - "issue:45381", - "issue:45406", "issue:45561", "issue:45600", "issue:45712", - "issue:45753", + "issue:45812", + "issue:46077", + "issue:46123", "issue:46202", - "issue:46326", - "issue:46399", + "issue:46231", + "issue:46693", "issue:46701" ], "soft_pairs": [ - "issue:43475|issue:45381", - "issue:43723|issue:46326", - "issue:42371|issue:45092", - "issue:43784|issue:46399", - "issue:43232|issue:44188", - "issue:43873|issue:44945", - "issue:45406|issue:46202", - "issue:44945|issue:45753", - "issue:41628|issue:44351", "issue:42994|issue:43824", "issue:45081|issue:45103", - "issue:46202|issue:46701", "issue:42673|issue:43704", + "issue:46202|issue:46701", "issue:43278|issue:45137", "issue:44038|issue:45310", "issue:36010|issue:41628", "issue:44222|issue:45310", "issue:42831|issue:44222", "issue:43232|issue:44792", - "issue:43504|issue:45561", "issue:30333|issue:33290", + "issue:43504|issue:45561", "issue:44496|issue:45561", - "issue:45561|issue:45600", "issue:42175|issue:44933", + "issue:45561|issue:45600", "issue:43976|issue:44933", "issue:30990|issue:35141", "issue:42175|issue:45712", "issue:42898|issue:44568", - "issue:43377|issue:44242" + "issue:43377|issue:44242", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:42222|issue:45200", + "issue:42898|issue:44779", + "issue:43479|issue:44079" ], - "prepared_review_unit_hash": "8aaf670be9237731ba07a076e55ebfb21abeb13e0199dbba93035396942d581d", + "prepared_review_unit_hash": "58620e0f520aa13cc52473d2ca24b8952e3a67356f15e69a3bfdb4edbbc16fc7", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36297, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "soft_pair_count": 30, + "serialized_chars": 36673, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer/model issues with only one clear duplicate pair: the Qwen3ForCausalLM VRAM leak report. The rest are related only by broad theme (imports, tokenizer/model loading, FP8, generation, etc.) but describe different bugs.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 42673 is the earlier, fuller report of the exact same Qwen3ForCausalLM VRAM leak bug; 43704 has the same title and appears to be a duplicate.", + "summary": "One clear duplicate pair appears: the two Qwen3ForCausalLM VRAM-leak reports. The rest are similar only at a broad theme level (imports, tokenizers, saving/loading, or model-specific regressions) and should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:42673 is the stronger canonical issue: it is the earlier, fuller report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak, with more discussion and inbound references than the later duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42673 is the best representative because it is the clearest and earliest instance of the only true duplicate pair in this set.", + "best_issue_reason": "issue:42673 is the best representative issue in this cluster because it is the clearest confirmed duplicate target and the most fully developed report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43475", - "right": "issue:45381", - "accept": false, - "reason": "Different models and failure modes: SAM3 attribute error vs Qwen2.5-VL video position-id bug." - }, - { - "left": "issue:43723", - "right": "issue:46326", - "accept": false, - "reason": "Both involve tokenizers, but one is an AutoTokenizer loading issue and the other is a mistral_common continue_final_message bug." - }, - { - "left": "issue:42371", - "right": "issue:45092", - "accept": false, - "reason": "Unrelated problems: TF32 API settings vs InternVL2 meta-initialization compatibility." - }, - { - "left": "issue:43784", - "right": "issue:46399", - "accept": false, - "reason": "Different import/runtime failures in different packages and code paths." - }, - { - "left": "issue:43232", - "right": "issue:44188", - "accept": false, - "reason": "Generation kwargs sync issue vs attention-kernel divergence under torch.compile are distinct bugs." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Both touch inference behavior, but offloading/quantization and pipeline-parallel wrong output are different code-path problems." - }, - { - "left": "issue:45406", - "right": "issue:46202", - "accept": false, - "reason": "Gemma processor missing tokenizer state vs token roundtrip failure are not the same bug." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline-parallel output corruption and Qwen3_5 image infinite loop are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Two separate import errors for different symbols; same broad symptom, different missing exports." - }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model save failure vs Qwen2_5_VL import failure are different issues." + "reason": "Different failures: quantized model saving vs a specific missing import for Qwen2_5_VLForConditionalGeneration. Same general release-era breakage, but not the same bug." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex crash and auto-docstring future-annotations crash are unrelated." - }, - { - "left": "issue:46202", - "right": "issue:46701", - "accept": false, - "reason": "Both involve Gemma, but one is a tokenizer/pipeline roundtrip issue and the other is an image-text-to-text pipeline failure." + "reason": "Both are AttributeError crashes, but they occur in different subsystems and code paths: Mistral tokenizer regex patching vs auto-docstring processing under future annotations." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same VRAM leak symptom for Qwen3ForCausalLM in multiple dataloader threads." + "reason": "Same exact title and same underlying bug report: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma-related generation/pipeline behavior, but one is a tokenizer roundtrip issue and the other is an image-text-to-text pipeline failure." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to the DeepSpeed ZeRO3 deque error." + "reason": "Completely different problems: dtype drift during evaluation vs a DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen MoE, but they are different checkpoints and different failure contexts (general bug vs from_pretrained error)." + "reason": "Both involve Qwen3 MoE models, but the concrete failures and affected versions differ; not the same code-path problem." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing classes and different regressions." + "reason": "Both are import errors from transformers, but they concern different symbols and likely different export/regression paths." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained failure are distinct." + "reason": "One is FP8 save_pretrained behavior for MoE models; the other is a from_pretrained import/load error. Related area, different bug." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is not the same as FP8 moe save_pretrained failure." + "reason": "FineGrainedFP8 accuracy regression is not the same as FP8 save_pretrained failure; different symptoms and code paths." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation sync_gpus bug and janus image generation test failure are different problems." - }, - { - "left": "issue:43504", - "right": "issue:45561", - "accept": false, - "reason": "Pretrained model loading with a legacy field vs pytest-xdist file race are unrelated." + "reason": "Generation-kwargs sync logic and a janus image-generation test failure are unrelated concrete issues." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on failed training jobs and Deepspeed OOM with Adafactor are different bugs." + "reason": "MLflow reporting on failed training jobs is unrelated to an AdaFactor/DeepSpeed OOM." }, { - "left": "issue:44496", + "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Model config recognition error vs xdist captured_info.txt race are unrelated." + "reason": "Pretrained model loading with a legacy field has nothing to do with the xdist captured_info.txt race." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Testing-utils file race and stale auto_mappings references are distinct CI issues." + "reason": "Unrecognized model/config loading error and a pytest-xdist file race are unrelated." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend-dependency packaging issue vs missing image_utils import are different code paths." + "reason": "Dependency/backend packaging issue vs missing image_utils import; not the same underlying bug." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility failure is unrelated to the image_utils import problem." + "reason": "Python-version compatibility breakage and a removed import are different problems." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang and embedding reinitialization are different model behaviors." + "reason": "SentenceTransformer loading hang and token-embedding reinitialization are unrelated." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging backend dependency issue vs dummy-class leakage into dir(transformers) are unrelated." + "reason": "Backend dependency omission is distinct from leftover dummy classes leaking into dir(transformers)." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer-related v5 regressions, but they affect different behaviors and code paths." + "reason": "Both are tokenizer behavior regressions in v5, but one is cleanup-space handling and the other is add_special_tokens/BOS-EOS insertion; different bugs." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is unrelated to MoE load-balancing loss logic." + "reason": "Padding-mask correctness in MIMI encoder is unrelated to router-logits load-balancing loss calculation." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction and final-partial-batch bookkeeping in MaskGenerationPipeline are separate issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save files is not the same as Qwen3.5 MoE from_pretrained import/load failure." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization and Whisper timestamp decoding crash are different code paths." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both mention performance/memory, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 slowdown regression." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and behaviors." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure in v5 and special-token insertion behavior are different issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes; not one concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults and ModelOutput key assignment are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate is issue:42673 / issue:43704 with the exact same title and symptom, and the rest of the soft-edge verdicts stay conservative by pointing to different models, symbols, or failure modes." + "feedback": "Grounded and conservative overall. The only clear duplicate is issue:42673 / issue:43704, which share the exact title and same VRAM-leak report; the choice of issue:42673 as canonical is supported by earlier date and more discussion. The remaining soft-edge rejections stay appropriately cautious and do not overstate equivalence." }, "evaluator_used": true, "retried": false, @@ -13807,60 +13892,50 @@ "issue:30333", "issue:34689", "issue:35141", - "issue:42222", - "issue:42673", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", "issue:42898", "issue:43116", "issue:43295", "issue:43479", + "issue:43644", "issue:43723", "issue:43784", "issue:43824", "issue:43874", - "issue:44016", "issue:44060", "issue:44075", - "issue:44079", "issue:44190", "issue:44222", "issue:44295", "issue:44297", "issue:44360", + "issue:44373", "issue:44448", - "issue:44568", + "issue:44485", "issue:44623", "issue:44734", - "issue:44779", - "issue:44869", "issue:44933", + "issue:45071", "issue:45092", "issue:45103", "issue:45125", - "issue:45200", + "issue:45245", "issue:45310", "issue:45356", "issue:45405", "issue:45656", "issue:45712", - "issue:45812", - "issue:46077", - "issue:46123", + "issue:46082", "issue:46132", "issue:46231", - "issue:46693", + "issue:46665", + "issue:46710", "issue:46762" ], "soft_pairs": [ - "issue:46077|issue:46123", - "issue:44623|issue:45310", - "issue:43479|issue:44869", - "issue:42673|issue:46693", - "issue:44016|issue:46231", - "issue:42898|issue:45812", - "issue:43723|issue:44568", - "issue:42222|issue:45200", - "issue:43479|issue:44079", - "issue:42898|issue:44779", "issue:43784|issue:43824", "issue:44734|issue:45103", "issue:27957|issue:30333", @@ -13868,214 +13943,238 @@ "issue:43874|issue:45092", "issue:42898|issue:43295", "issue:42898|issue:45356", - "issue:43116|issue:44190", "issue:44060|issue:45125", + "issue:43116|issue:44190", "issue:44295|issue:45656", "issue:45405|issue:45712", "issue:30333|issue:35141", "issue:22355|issue:28282", "issue:44933|issue:45712", - "issue:44075|issue:46231", "issue:44222|issue:44297", + "issue:44075|issue:46231", "issue:44360|issue:46762", - "issue:44448|issue:46132" + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:42796|issue:43723", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:43479|issue:46665", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:46132|issue:46710" ], - "prepared_review_unit_hash": "54b24b36f76c46fa12d3defd3ab9413bff204fd234601ecf9c9d3db4423929a9", + "prepared_review_unit_hash": "436a98453fc98f5250464960406f97169efb3d0aa1e562ed1fc70747c73db137", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36286, - "estimated_input_tokens": 9072, - "estimated_eval_tokens": 18400 + "soft_pair_count": 30, + "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": "These items are mostly unrelated Transformers issues spanning tokenization regressions, multimodal model loading, training/runtime bugs, docs, and utility scripts. No soft pair looks like the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.9, - "canonical_issue_reason": "issue:42898 is the broadest representative of the cluster: a version-wide tokenizer behavior regression in v5, which is a common theme among several nearby reports.", + "summary": "Mostly heterogeneous Transformers issues with only superficial similarity; none of the soft pairs look like true duplicates or mergeable PR-equivalents. The nearest overlap is in tokenizer/import/regression themes, but the concrete bugs and code paths differ.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous, and the soft pairs are mostly unrelated regressions/import errors rather than duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best single issue representative because it is a clear, user-facing v5 regression and closest to the cluster's dominant tokenizer/regression theme.", + "best_issue_reason": "issue:44297 is the most concrete, self-contained bug here (tokenizer save_pretrained writes the wrong tokenizer_class), so it's the best single representative, though it doesn't unify the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Different bugs: Gemma4 attention mask construction vs MaskGenerationPipeline dropping final partial-batch results." + "reason": "Different import failures: sentence-transformers hits a missing nn symbol, while the other is a missing Qwen2_5_VL class in transformers." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Different areas: processor save_pretrained file omission vs Qwen3.5 Moe from_pretrained load failure." + "reason": "Server KV-cache indexing crash and auto-docstring future-annotations AttributeError are unrelated code paths." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Unrelated: multimodal config defaults vs Whisper timestamp decoding crash." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLFlow reporting on failed training jobs." }, { - "left": "issue:42673", - "right": "issue:46693", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Different code paths: Qwen3 VRAM leak across dataloader threads vs FA2 long-context generation performance regression." + "reason": "MLFlow status handling and Llama 3.2 Vision model loading are different bugs with no shared failing path." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "One is a notebook syntax error; the other is a documentation parameter-name mismatch." + "reason": "Both are multimodal/model-loading issues, but for different models and different failures; not the same bug." }, { "left": "issue:42898", - "right": "issue:45812", + "right": "issue:43295", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different mechanisms and models: cleanup behavior vs Granite token IDs." + "reason": "One is a clean_up_tokenization_spaces v5 behavior change; the other is a processor.tokenizer/images regression." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Different tokenizer failures: AutoTokenizer loading issue vs BOS/EOS insertion behavior for mdeberta-v3-base." + "reason": "Tokenizer cleanup behavior and Kimi codec/BPE regression are separate tokenizer bugs." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Distinct model families and symptoms: broken VitPose models vs Gemma 4 mm_token_type_ids default handling." + "reason": "Qwen3-Next tied-weights warning and Qwen3.5 MoE tensor-parallel plan are distinct model-specific issues." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Config initialization bug vs ModelOutput key assignment bug; no shared underlying change." + "reason": "Different example scripts and different failures: multi-label classification output vs local dataset loading." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Both mention tokenizer/v5 regressions, but they are separate model-specific failures with different likely fixes." + "reason": "position_ids buffer access and deepspeed double optimizer-step are unrelated runtime bugs." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Different import failures: missing nn in sentence-transformers vs missing Qwen2_5_VLForConditionalGeneration export." + "reason": "A PEFT version pin problem and leftover dummy class leakage are unrelated." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:30333", + "right": "issue:35141", "accept": false, - "reason": "Serve KV-cache continuation crash is unrelated to auto_docstring crashing under future annotations." + "reason": "MLFlow reporting on failed jobs and embedding resize/post_init reinitialization are different problems." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Completely unrelated: Flash Attention 2 on XLMRoberta vs MLflow reporting for failed training jobs." + "reason": "Both are import errors, but one is a missing submodule and the other is a missing PyTorch dependency; not the same bug." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Different subsystems: MLflow run-state reporting vs Llama 3.2 Vision model loading regression." + "reason": "Both concern public namespace/import surface, but one is a missing import from image_utils and the other is dummy PT classes leaking into dir(transformers)." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Both are multimodal loading issues, but one is a missing processor method and the other is a remote-code/meta-init compatibility problem." + "reason": "Save_pretrained is involved in both, but one is FP8 MoE model saving and the other is tokenizer config metadata; different artifacts and code paths." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Tokenizer behavior change vs processor.tokenizer/images custom-code regression; different code paths." + "reason": "Optimizer SGD args being ignored is a code bug; the set_training parameter-name mismatch is a documentation issue." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "Both involve tokenizers, but Kimi-K2.5 codec handling is a different regression from clean_up_tokenization_spaces behavior." + "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences are unrelated mathematical/model bugs." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Example script empty multi-label output is unrelated to local dataset loading failure in another script." + "reason": "Pegasus output regression across versions and AttentionInterface.register behavior change are different underlying causes." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different model-initialization/parallelism bugs." + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are unrelated save/model-quality issues." }, { - "left": "issue:44295", + "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access bug is unrelated to deepspeed causing optimizer.step to run twice." + "reason": "Tokenizer save_pretrained metadata mismatch and deepspeed double-step are different bugs." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Package version bump policy issue vs leftover dummy-class cleanup; no common underlying bug." + "reason": "Both mention tokenizers, but one is model-specific BPE marker handling and the other is a generic AutoTokenizer loading regression." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "MLflow failure reporting and output embedding reinitialization are unrelated." + "reason": "Default config initialization with None and non-persistent buffer junk filling are unrelated initialization bugs." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Missing transformers.onnx module is unrelated to AutoModel requiring PyTorch." + "reason": "Model save_pretrained and processor save_pretrained failures are different persistence paths." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Nonexistent image_utils import and dummy PT objects leaking into dir(transformers) are separate import/export problems." + "reason": "Category-count runtime error and AttentionInterface.register behavior change are unrelated." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:43479", + "right": "issue:46665", "accept": false, - "reason": "Optimizer args being ignored at runtime is not the same as a documentation parameter-name typo." + "reason": "Incorrect multimodal config defaults and from_pretrained behavior inside Python classes are not the same failure." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Different save_pretrained bugs on different object types: FP8 MoE saving vs tokenizer_class metadata mismatch." + "reason": "Missing AutoImageProcessor in transformers and missing is_offline_mode in huggingface_hub are separate dependency/export issues." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "DSA indexer missing ReLU and Minimax attention numerical differences are different kernel/attention correctness issues." + "reason": "Both involve config validation, but one is PretrainedConfig type checking and the other is LlamaConfig head_dim validation." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring and a GLM-5 RoPE implementation issue are not duplicates." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained loading error are different bugs." + }, + { + "left": "issue:46132", + "right": "issue:46710", "accept": false, - "reason": "Pegasus v4/v5 output regression is unrelated to AttentionInterface.register changing registered-function behavior." + "reason": "AttentionInterface.register behavior change and DeepSeek accuracy regression are not the same code-path problem." } ] }, @@ -14099,69 +14198,58 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ + "issue:22355", + "issue:27957", "issue:30990", "issue:38175", "issue:41628", - "issue:42757", - "issue:42796", "issue:42831", "issue:42907", "issue:43122", "issue:43232", + "issue:43408", "issue:43475", - "issue:43479", "issue:43644", "issue:43723", + "issue:43824", + "issue:44038", "issue:44190", "issue:44206", "issue:44222", + "issue:44261", "issue:44263", "issue:44279", "issue:44295", - "issue:44297", "issue:44360", "issue:44373", + "issue:44483", "issue:44484", - "issue:44485", "issue:44623", "issue:44734", + "issue:44829", "issue:44977", - "issue:45071", "issue:45092", "issue:45103", - "issue:45245", "issue:45310", + "issue:45357", "issue:45381", - "issue:45656", + "issue:45406", "issue:45834", + "issue:46002", "issue:46050", "issue:46082", - "issue:46132", "issue:46209", "issue:46305", "issue:46328", + "issue:46402", "issue:46421", "issue:46424", "issue:46431", - "issue:46655", - "issue:46665", - "issue:46710" + "issue:46655" ], "soft_pairs": [ - "issue:42831|issue:44623", - "issue:44297|issue:45656", - "issue:42796|issue:43723", - "issue:43479|issue:43644", - "issue:44222|issue:44623", - "issue:45245|issue:46132", - "issue:43479|issue:46665", - "issue:41628|issue:42757", - "issue:45071|issue:46082", - "issue:44373|issue:44485", - "issue:46132|issue:46710", - "issue:44297|issue:45310", - "issue:44222|issue:44484", "issue:43723|issue:44977", + "issue:44222|issue:44484", "issue:44190|issue:46082", "issue:43232|issue:46424", "issue:44206|issue:45103", @@ -14180,222 +14268,218 @@ "issue:43644|issue:46305", "issue:42907|issue:46050", "issue:42831|issue:45310", - "issue:44279|issue:46328" + "issue:44279|issue:46328", + "issue:44829|issue:46002", + "issue:45092|issue:45357", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:44261|issue:45092", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43408|issue:46402" ], - "prepared_review_unit_hash": "f98e6aeb07f8e595f61615ff9da501a5a190c370e4050e41e0e1b8bff3e0321b", + "prepared_review_unit_hash": "bc4db0223e0925843a6bf96e73585bf5f3655e0f72566ef97a2f9141a5476552", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36587, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36067, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the soft pairs share broad subsystems at most, but not the same concrete bug/change. I would not merge any of the soft edges. I\u2019d use the open serialization regression in issue 46050 as the pragmatic issue anchor.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 46050 is the most current, user-facing save/load regression in the set and the broadest practical anchor, even though the cluster itself is not a tight duplicate set.", + "summary": "The cluster is mostly a loose collection of unrelated Transformers issues, with a few broad v5-regression and save/load reports but no clear duplicate pairings. I found no soft-edge pair that looks like the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43723 is the best representative because it is a core v5 loading regression and sits near the center of the cluster\u2019s repeated import/load/save complaints, while still being concrete enough to anchor triage.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46050 is open and describes a concrete serialization breakage that is more representative than the older, narrower reports around it.", + "best_issue_reason": "Issue 43723 is the most broadly representative issue in this set: it concerns a general Transformers v5 loading problem rather than a narrow model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42831", - "right": "issue:44623", - "accept": false, - "reason": "FP8 accuracy degradation vs missing processor save files are different bug classes." - }, - { - "left": "issue:44297", - "right": "issue:45656", - "accept": false, - "reason": "Tokenizer metadata mismatch and double optimizer stepping under deepspeed are unrelated." - }, - { - "left": "issue:42796", - "right": "issue:43723", - "accept": false, - "reason": "Both involve tokenizers, but one is BPE-marker handling and the other is tokenizer loading in v5; not the same failure." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Multimodal config default initialization and non-persistent buffer corruption are distinct code paths." - }, - { - "left": "issue:44222", - "right": "issue:44623", - "accept": false, - "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are different serialization problems." - }, - { - "left": "issue:45245", - "right": "issue:46132", - "accept": false, - "reason": "Category-count limit error and AttentionInterface.register behavior change are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:46665", - "accept": false, - "reason": "Config None-handling for Phi4Multimodal is not the same as from_pretrained inconsistency in Python classes." - }, - { - "left": "issue:41628", - "right": "issue:42757", - "accept": false, - "reason": "Missing AutoImageProcessor and missing is_offline_mode are separate import regressions." - }, - { - "left": "issue:45071", - "right": "issue:46082", - "accept": false, - "reason": "PretrainedConfig type-checking breakage and LlamaConfig head_dim validation are different issues." - }, - { - "left": "issue:44373", - "right": "issue:44485", - "accept": false, - "reason": "Wrong docstring and RoPE implementation discussion do not describe the same bug." - }, - { - "left": "issue:46132", - "right": "issue:46710", - "accept": false, - "reason": "AttentionInterface.register behavior change is not the same as an accuracy regression after upgrade." - }, - { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and Qwen3.5 from_pretrained failure are different failures." + "reason": "Both mention model loading/generation behavior, but one is tokenizer loading in v5 and the other is Qwen3.5 flash-attention generation; different code paths and symptoms." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained bug and the max_shard_size default question are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation bug are different code paths." + "reason": "FP8 save_pretrained issues and max_shard_size defaults are different save/export concerns, not the same bug." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in a training script and LlamaConfig head_dim rejection are unrelated." + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation sync_gpus bug and cache max_length semantics are different cache-related issues." + "reason": "Generation kwargs after sync_gpus and cache max length honoring are distinct cache/generation behaviors." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor center-arg crash and auto_docstring future-annotations crash are unrelated." + "reason": "One is a feature-extractor argument crash; the other is an auto-docstring annotation parsing crash." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer behavior regression across versions and FP8 inference failure on B200 are unrelated." + "reason": "Tokenizer behavior across versions and FP8 inference on B200 are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs update bug and long OCR index error in Kosmos2.5 are different bugs." + "reason": "Generation kwarg handling is not the same as a Kosmos2.5 OCR index error." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "DSA indexer torch.split behavior and InternVL2 meta-init incompatibility are unrelated." + "reason": "GlmMoeDsaIndexer torch.split behavior and InternVL2 meta-init compatibility are different model-specific failures." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Missing fpn_position_embeddings and a sliding-window off-by-one are different model bugs." + "reason": "SAM3 vision encoder missing attributes and Moonshine streaming window off-by-one are unrelated code paths." }, { "left": "issue:44734", "right": "issue:46421", "accept": false, - "reason": "KV-cache continuation indexing and lazy cache initialization recompilation are not the same problem." + "reason": "Serve KV-cache continuation crashes and cache lazy initialization recompilation issues are different cache problems with different failure modes." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template support are unrelated." + "reason": "FP8 inference failure on B200 is unrelated to processor.save_pretrained missing files." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Moonshine sliding-window off-by-one and SmolVLM video padding calculation are different bugs." + "reason": "Moonshine sliding-window off-by-one and SmolVLM video padding calculation are separate video-processing bugs." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention DSA indexer, but one is about split outputs and the other about missing ReLU." + "reason": "Both reference DSA indexer internals, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer read error and processor.save_pretrained missing files are unrelated." + "reason": "A position_ids buffer read error and missing files from processor.save_pretrained are different save/load issues." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading stall and siglip2 zero-probability outputs are different issues." + "reason": "Sentence Transformers loading stalls and SigLIP2 zero probabilities are unrelated symptoms and subsystems." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "DSA indexer split behavior and a docstring typo are not the same bug." + "reason": "A runtime tensor-splitting issue is not the same as a docstring mismatch for position_ids." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL video position ids and Moonshine sliding-window masking are distinct bugs." + "reason": "Qwen2.5-VL video position ids and Moonshine streaming windowing are different video logic bugs." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk on v5.0 and a sliding-window off-by-one are unrelated." + "reason": "Non-persistent buffer initialization junk and streaming mask off-by-one are unrelated regressions." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both are save/load-related quantization reports, but one is dequantized Ministrals/Devstrals saving and the other is sinq quantized round-trip breakage; too different to merge." + "reason": "Dequantized model saving and sinq quantized save/from_pretrained breakage are both serialization-related but appear to be different mechanisms and model types." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 Moe from_pretrained errors are not the same underlying defect." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency issue and a SequenceFeatureExtractor pad performance regression are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 degenerate training and NaNs after checkout/init are different training instability reports." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Old InternVL2 remote-code/meta-init incompatibility and Qwen3.5 visual encoder key save regression are separate model-family bugs." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx import and XLMRoberta Flash Attention 2 are unrelated issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection in serve and Gemma4Processor missing _tokenizer are different server/processor failures." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "A missing rms_norm_eps precision issue in MLA q_a_layernorm is unrelated to InternVL2 meta initialization compatibility." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe v5 compatibility are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "AutoImageProcessor import failure and Qwen2_5_VLForConditionalGeneration import failure are separate missing-export issues." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A model-type warning for sam3_tracker and missing Sam3Model text encoder weights are distinct SAM3 problems." } ] }, @@ -14441,51 +14525,44 @@ "issue:43646", "issue:43756", "issue:43784", - "issue:43824", + "issue:43937", "issue:43976", - "issue:44038", "issue:44060", + "issue:44117", "issue:44188", "issue:44261", "issue:44263", "issue:44295", "issue:44297", "issue:44373", - "issue:44483", "issue:44488", "issue:44568", + "issue:44625", + "issue:44704", "issue:44829", "issue:44945", "issue:44964", - "issue:45092", "issue:45278", - "issue:45357", - "issue:45406", + "issue:45290", "issue:45593", + "issue:45600", "issue:45753", "issue:46002", + "issue:46172", "issue:46369", - "issue:46402" + "issue:46762" ], "soft_pairs": [ - "issue:44829|issue:46002", - "issue:45092|issue:45357", - "issue:22355|issue:27957", - "issue:44483|issue:45406", - "issue:44261|issue:45092", - "issue:42831|issue:44038", - "issue:41628|issue:43824", - "issue:43408|issue:46402", "issue:22355|issue:28218", "issue:42831|issue:45753", "issue:39401|issue:44568", "issue:27957|issue:30990", "issue:42886|issue:43066", - "issue:44188|issue:44373", "issue:42757|issue:45278", "issue:42886|issue:42994", - "issue:43408|issue:46369", + "issue:44188|issue:44373", "issue:43232|issue:45593", + "issue:43408|issue:46369", "issue:44261|issue:44373", "issue:43646|issue:46002", "issue:42796|issue:43122", @@ -14496,217 +14573,218 @@ "issue:39401|issue:44488", "issue:42371|issue:44263", "issue:43976|issue:44945", + "issue:44295|issue:44297", "issue:42907|issue:44964", - "issue:44295|issue:44297" + "issue:43784|issue:45600", + "issue:46172|issue:46762", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:44625|issue:44829", + "issue:41628|issue:45278", + "issue:44704|issue:45290" ], - "prepared_review_unit_hash": "3dd13c186d1516980706b90e43a32f5162bf877e380bc90ecf97ab657551c8b0", + "prepared_review_unit_hash": "32611f77416276366494f60498fa8e8adc09264ab84e7fd632c88513d1c09b24", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35668, - "estimated_input_tokens": 8917, - "estimated_eval_tokens": 18090 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35863, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous, and I don't see any soft-edge pair that is clearly the same underlying bug/change. The closest shared theme is tokenizer/version-regression reports, but even those are different failures.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43122 is the broadest representative here: it is a tokenizer regression across versions, which is the closest common theme among the otherwise unrelated issues.", + "summary": "This cluster is highly heterogeneous: most items are unrelated model, tokenizer, import, or runtime-regression issues, so I would not merge any soft pair as duplicates. If forced to pick a representative issue, the broad Transformers v5 import-breakage report is the best anchor, but only weakly.", + "confidence": 0.29, + "canonical_issue_reason": "issue:45278 is the broadest, most general regression report in the set (multiple import errors after a version upgrade), so it is the least narrow representative of this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best issue anchor because it is the most general and representative of the tokenizer-regression subset.", + "best_issue_reason": "issue:45278 is the best single anchor because it captures a broad upgrade-related failure mode rather than a niche model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44829", - "right": "issue:46002", - "accept": false, - "reason": "Different symptoms: flash-attention training degeneration vs NaNs in classification heads upon init/checkout." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Both involve multimodal model persistence/init, but they describe different bugs and code paths." - }, - { - "left": "issue:22355", - "right": "issue:27957", - "accept": false, - "reason": "Unrelated: missing transformers.onnx import vs XLMRoberta Flash Attention 2 support." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Different failures: chat-completions request rejection vs Gemma4Processor missing _tokenizer crash." - }, - { - "left": "issue:44261", - "right": "issue:45092", - "accept": false, - "reason": "Different problems: MLA rms_norm_eps precision issue vs old InternVL2 meta-init incompatibility." - }, - { - "left": "issue:42831", - "right": "issue:44038", - "accept": false, - "reason": "Different model-specific issues: FineGrainedFP8 accuracy vs Qwen3-VL-Moe bug." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different version gaps." - }, - { - "left": "issue:43408", - "right": "issue:46402", - "accept": false, - "reason": "Different SAM3 issues: model-type warning vs text-encoder weights not loading." - }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing module import vs tokenizer spacing behavior; unrelated." + "reason": "One is a missing-module import error; the other is a tokenizer spacing bug. Different symptoms and code paths." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is unrelated to a Qwen3_5 image-induced infinite loop." + "reason": "FineGrainedFP8 accuracy loss and Qwen3_5 image-specific infinite loop are unrelated bugs." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different models and different behavior (offset mapping vs BOS/EOS insertion)." + "reason": "Both are tokenizer regressions, but one is offset mapping and the other is special-token insertion; different concrete behavior." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta vs Sentence Transformers loading hang; different issues." + "reason": "Flash Attention 2 on XLM-Roberta and sentence-transformers loading hang are different problems." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure vs wrong tokenizer decoder type; related area but not the same bug." - }, - { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "torch.compile attention divergence vs a docstring typo; not the same underlying problem." + "reason": "Offline cache loading failure and wrong tokenizer decoder type are distinct tokenizer issues." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Issue 45278 is a broad import-error report, but it is not the same concrete bug as is_offline_mode import failure." + "reason": "A specific missing hub symbol is not the same underlying bug as a broad set of import errors after upgrade." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer cache/offline loading vs quantized model saving failure are distinct." + "reason": "Tokenizer cache/offline loading and quantized model saving failure do not share the same code path." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Both are SAM3-related, but one is a warning/model-mapping issue and the other is a memory overflow." + "reason": "Torch.compile attention divergence and a docstring mismatch are not duplicates." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Generation-state update logic and D-FINE auxiliary loss behavior are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type warning for sam3_tracker versus memory overflow in sam3-litetext are different SAM3 issues." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Precision bug in MLA q_a_layernorm vs wrong position_ids docstring; unrelated." + "reason": "Missing rms_norm_eps precision bug and wrong docstring for position_ids are unrelated." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model init breakage is different from NaNs in classification heads." + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions, but one is a specific model's BPE-marker handling and the other is a broader version-to-version tokenization change." + "reason": "A specific tokenizer BPE-marker bug is not the same as a general tokenization change across versions." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized-model save failure vs incorrect pipeline-parallel LLM output; different bugs." + "reason": "Quantized model saving failure and incorrect pipeline-parallel output are separate problems." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence Transformers loading hang vs MacOS bus error with a CLIP model; unrelated." + "reason": "Loading hang for sentence-transformers and Mac bus error on a community CLIP model are different symptoms." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken transformers env command vs Sentence-Transformers import NameError; different paths." + "reason": "Broken CLI env command and NameError during sentence-transformers import are unrelated." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs Qwen3-Next tied-weights warning; unrelated model-specific issues." + "reason": "RoPE layer dropping in Smollm3 and incorrect tied-weights warning in Qwen3-Next are different model bugs." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Tokenizer offset-mapping bug vs model loading failure for a different checkpoint; not the same bug." + "reason": "Wrong offset mapping and failure to load a specific model are not the same underlying tokenizer issue." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings API issue vs torch.split return values in a MoE indexer; unrelated." + "reason": "TF32 settings guidance and torch.split return values in a GLM indexer are unrelated." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility problem vs pipeline-parallel output correctness; different issues." + "reason": "Python version compatibility failure and pipeline-parallel output corruption are distinct issues." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained are separate bugs." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized models vs loading Phi-4 multimodal instruct; unrelated." + "reason": "Dequantized Ministral/Devstral saving failure and Phi-4 multimodal load failure are unrelated." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers and stale auto_mappings references are different breakages." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "A specific DeepSeek tensor operation bug and numerical differences in Minimax MSA attention are not the same code-path problem." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None-handling and AutoProcessor kwargs forwarding are different API bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized saving failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Reading a registered buffer issue vs tokenizer_class mismatch in tokenizer_config.json; different serialization bugs." + "reason": "Config propagation for num_labels and degenerate training with flash_attention_3 are separate issues." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import name is not the same as a broader multi-import failure after upgrade." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwargs forwarding and chat-template crashes on tool-call messages are unrelated." } ] }, @@ -14734,12 +14812,14 @@ "issue:29127", "issue:29159", "issue:36296", + "issue:38617", "issue:39401", - "issue:41628", "issue:42175", + "issue:42673", "issue:42757", "issue:42898", "issue:42907", + "issue:43066", "issue:43116", "issue:43122", "issue:43278", @@ -14747,46 +14827,37 @@ "issue:43452", "issue:43475", "issue:43493", - "issue:43784", + "issue:43611", "issue:43824", "issue:43937", + "issue:43976", "issue:44038", - "issue:44117", "issue:44188", "issue:44222", "issue:44295", "issue:44297", "issue:44351", + "issue:44355", "issue:44360", "issue:44485", "issue:44521", - "issue:44625", - "issue:44704", "issue:44779", - "issue:44829", "issue:44938", "issue:44945", + "issue:45072", "issue:45200", "issue:45216", "issue:45278", - "issue:45290", + "issue:45446", "issue:45478", - "issue:45600", "issue:45753", - "issue:46172", + "issue:46002", + "issue:46231", "issue:46326", "issue:46328", - "issue:46614", - "issue:46762" + "issue:46614" ], "soft_pairs": [ - "issue:46172|issue:46762", - "issue:44117|issue:44704", - "issue:43784|issue:45600", - "issue:42907|issue:43937", - "issue:44625|issue:44829", - "issue:41628|issue:45278", - "issue:44704|issue:45290", "issue:39401|issue:44521", "issue:44360|issue:44485", "issue:43408|issue:43475", @@ -14796,8 +14867,8 @@ "issue:42907|issue:43452", "issue:22355|issue:29159", "issue:43116|issue:45200", - "issue:39401|issue:46614", "issue:45216|issue:45478", + "issue:39401|issue:46614", "issue:44038|issue:44222", "issue:44038|issue:44295", "issue:43824|issue:44351", @@ -14810,222 +14881,236 @@ "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:42898|issue:46614", - "issue:43937|issue:44485" + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:38617|issue:45278", + "issue:43116|issue:43493", + "issue:43976|issue:45446", + "issue:44355|issue:46231", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:44038|issue:45478" ], - "prepared_review_unit_hash": "1976206f1bc50dd05d53320152d728e9dfee6c5d730d4aea9fba463ad17cfd54", + "prepared_review_unit_hash": "f6b10657ccbb05b37bbaaf1ec0ed8c0667392a00cb351596e10140b9d8d6403a", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36697, - "estimated_input_tokens": 9175, - "estimated_eval_tokens": 18606 + "soft_pair_count": 32, + "serialized_chars": 36852, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: mostly unrelated Transformers bug reports across imports, tokenization, save/load, multimodal, and model-specific regressions. No soft pair looks like the same underlying bug/change, so I reject all duplicate candidates.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering widespread import failures after an upgrade; if a single issue must anchor the set, it is the most representative. It is still not a true duplicate of the others.", + "summary": "This cluster is heterogeneous: most items are unrelated bugs across tokenization, imports, model-specific regressions, training/runtime issues, and docs. I would not merge any of the proposed soft pairs as duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "No clear canonical issue: the set spans multiple unrelated problem areas, and none of the soft pairs is close enough to be a safe duplicate merge.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue because it captures a high-level, user-visible regression and is broader than the model-specific or narrowly scoped reports.", + "best_issue_reason": "If a representative is needed, issue 44521 is the most active/open and has the richest discussion, but it is not an umbrella for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Different model families and different failures: DeepSeek tensor casting/transpose bug vs Minimax attention numerical drift." + "reason": "Both involve tokenization-related output, but one is offset_mapping for Qwen3 and the other is multimodal assistant masks in apply_chat_template; different code paths." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to AutoProcessor not forwarding kwargs to cached_file." + "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated model internals." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Sentence-transformers import NameError is unrelated to removed Sam3LiteText config references in auto_mappings." + "reason": "Both are SAM3 Video adjacent, but one is a model-type warning and the other is a missing attribute in encoder output; different bugs." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Dequantized save_pretrained failure and GLM-5 GenerationConfig validation are separate code paths." + "reason": "Tokenizer version regression vs multimodal assistant mask generation; not the same underlying defect." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are different bugs." + "reason": "Both mention tokenizer behavior, but one is general tokenization drift and the other is continue_final_message for mistral_common tokenizers." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Both involve imports, but one is a missing AutoImageProcessor symbol and the other is broad version-upgrade import breakage." + "reason": "Qwen3-VL-Moe loading bug and tokenizer save_pretrained metadata mismatch are different failures." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to apply_chat_template crashing on tool-call messages." - }, - { - "left": "issue:39401", - "right": "issue:44521", - "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer and zero assistant_masks in multimodal chat templates are different symptoms and paths." - }, - { - "left": "issue:44360", - "right": "issue:44485", - "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation." - }, - { - "left": "issue:43408", - "right": "issue:43475", - "accept": false, - "reason": "SAM3 model-type warning and missing fpn_position_embeddings are related to the same family but not the same concrete bug." - }, - { - "left": "issue:43122", - "right": "issue:44521", - "accept": false, - "reason": "Generic v5 tokenizer output changes are not the same as multimodal assistant mask generation." - }, - { - "left": "issue:43122", - "right": "issue:46326", - "accept": false, - "reason": "Both touch tokenization, but one is a v4-to-v5 behavior change and the other is mistral_common continue_final_message handling." - }, - { - "left": "issue:44038", - "right": "issue:44297", - "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer_class mismatch in save_pretrained are unrelated." - }, - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Dequantized save_pretrained and gguf_file from_pretrained failures are different save/load issues." + "reason": "Dequantized model save failure and gguf_file from_pretrained breakage are separate loading/saving issues." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module is unrelated to slow/fast tokenizer inconsistency." + "reason": "onnx import failure and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty multi-label outputs in an example script are unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Example script multi-label output bug and Gemma 4 mm_token_type_ids defaulting are different code paths." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Qwen3 offset_mapping and stale phonemizer language state are different tokenizer/audio issues." + "reason": "Both are Qwen3.5 regression reports, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading error; not the same concrete bug." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Both involve Qwen3.5, but one is save_pretrained regression and the other is from_pretrained loading error." + "reason": "Different tokenizer features: offset mapping vs phonemizer language state leakage." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Same model family, but Qwen3-VL-Moe bug and FP8 save_pretrained moes are not the same underlying failure." + "reason": "Both mention MoE/FP8 context, but one is Qwen3-VL-Moe loading and the other is FP8 save_pretrained behavior." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug and position_ids buffer read error do not share a concrete code path." + "reason": "Qwen3-VL-Moe loading and position_ids buffer reading are unrelated." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols: Qwen2_5_VLForConditionalGeneration vs HybridCache." + "reason": "Two separate import errors for different symbols; same broad symptom, different underlying breakage." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + "reason": "Both are tokenizer regressions, but they affect different models and failure modes." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to pipeline-parallel LLM output errors." + "reason": "Embedding dtype drift in evaluate vs incorrect output under pipeline parallelism are distinct runtime bugs." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "These are separate import errors from different symbols and likely different versioning causes." + "reason": "Different missing imports from different modules; not the same issue." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and example-script multi-label output bug are unrelated." + "reason": "Tensor parallel training bug and classification example script output bug are unrelated." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Module import failure for transformers.onnx is unrelated to LayoutLMv3 error-message clarity." + "reason": "onnx import error and LayoutLMv3 box error-message clarity are unrelated." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Missing TensorFlow backend in extras and Python 3.14 load failure are different environment issues." + "reason": "Package extras/backend dependency issue and Python 3.14 import/load failure are different environment problems." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image infinite loop are unrelated model-specific bugs." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop-on-image are unrelated model bugs." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "torch.compile attention divergence and SequenceFeatureExtractor.pad inefficiency are unrelated." + "reason": "torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad performance are unrelated." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "v5 tokenization cleanup behavior and stale phonemizer language caching are unrelated." + "reason": "v5 tokenization-space cleanup behavior and stale phonemizer backend state are different tokenizer concerns." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both mention GLM-5, but GenerationConfig validation and RoPE implementation are distinct issues." + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are different GLM-5 issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads are separate problems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing layer_type_validation import vs broad import failures after upgrade; not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script classification bug and SigLIP2 model discrepancy are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility failure and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and Deepseek tokenizer regression are different tokenizer issues." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in dataloader threads and dtype mismatches in bfloat16 inference are different runtime bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3-VL-Moe loading regressions, but the model variants and symptoms differ; too far apart to merge safely." } ] }, @@ -15051,7 +15136,6 @@ "nodes": [ "issue:28348", "issue:33453", - "issue:38617", "issue:39401", "issue:42222", "issue:42371", @@ -15061,63 +15145,55 @@ "issue:43066", "issue:43116", "issue:43441", - "issue:43493", - "issue:43611", "issue:43673", "issue:43825", "issue:43827", "issue:43874", "issue:43937", - "issue:43976", "issue:43992", - "issue:44038", "issue:44075", + "issue:44117", "issue:44263", - "issue:44355", + "issue:44291", "issue:44380", + "issue:44466", "issue:44625", "issue:44704", - "issue:44779", "issue:44936", "issue:44995", - "issue:45072", + "issue:45071", "issue:45083", "issue:45092", - "issue:45278", + "issue:45356", "issue:45357", + "issue:45405", "issue:45446", "issue:45478", "issue:45563", + "issue:45588", "issue:46002", "issue:46077", - "issue:46231", + "issue:46328", "issue:46614", "issue:46640", + "issue:46655", "issue:46697", "issue:46710", "issue:46752", "issue:46762" ], "soft_pairs": [ - "issue:43611|issue:46002", - "issue:43116|issue:43493", - "issue:38617|issue:45278", - "issue:44355|issue:46231", - "issue:43976|issue:45446", - "issue:43066|issue:44779", - "issue:42673|issue:45072", - "issue:44038|issue:45478", "issue:44625|issue:46002", "issue:45083|issue:45446", "issue:45357|issue:45478", - "issue:43116|issue:43825", "issue:42371|issue:43874", - "issue:42222|issue:43441", "issue:44075|issue:44936", + "issue:42222|issue:43441", + "issue:43116|issue:43825", "issue:43992|issue:44704", "issue:44995|issue:46697", - "issue:28348|issue:46640", "issue:43066|issue:46710", + "issue:28348|issue:46640", "issue:46614|issue:46752", "issue:44263|issue:46762", "issue:43827|issue:45446", @@ -15126,204 +15202,212 @@ "issue:42673|issue:42796", "issue:43937|issue:45563", "issue:33453|issue:39401", - "issue:44380|issue:46077" + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:44466|issue:46002" ], - "prepared_review_unit_hash": "64deb42b716bb38daf46a17a2d255db591e02dfe624068665da0105eaee3856f", + "prepared_review_unit_hash": "3f4a0d13f1858b67cb35cb490b412ef99c206d434e473b87042eda5bf00f12d8", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35771, - "estimated_input_tokens": 8943, - "estimated_eval_tokens": 18142 + "serialized_chars": 35441, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated Transformers bug reports. The soft matches are mostly superficial title similarity around tokenizers, v5 regressions, attention backends, or model-family names, but they do not describe the same concrete underlying bug.", + "summary": "These items are mostly unrelated issues spanning tokenizers, generation, training, vision, and attention backends. No soft pair looks like the same underlying bug/change closely enough to merge.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the items cover many distinct bugs and regressions, so the apparent overlap is mostly topical rather than duplicate.", + "canonical_issue_reason": "No clear duplicate cluster is present; if a representative issue is needed, issue:33453 is the broadest and most generally framed report in the set (tokenizer loading regression).", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick an umbrella representative, issue:45278 is the broadest v5 regression report, but it still does not truly represent the whole set.", + "best_issue_reason": "issue:33453 is the best single representative because it is broad, well-scoped, and has substantial discussion, unlike the more niche model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43611", - "right": "issue:46002", - "accept": false, - "reason": "Different failures: loading with base_model_prefix vs NaNs in classification heads." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Example script empty multi-label outputs and SigLIP2 implementation discrepancy are unrelated bugs." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "Both are import problems after v5, but one is a specific missing symbol and the other is a broad upgrade report; not the same bug." - }, - { - "left": "issue:44355", - "right": "issue:46231", - "accept": false, - "reason": "Compiled Python file errors and a docs parameter-name mismatch are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:45446", - "accept": false, - "reason": "Python version compatibility and an AuxRequest import version check are different issues." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Wrong decoder type in v5 and DeepSeek tokenizer output corruption affect different code paths and models." - }, - { - "left": "issue:42673", - "right": "issue:45072", - "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatch CI failures." - }, - { - "left": "issue:44038", - "right": "issue:45478", - "accept": false, - "reason": "Different Qwen3-family failures: Qwen3-VL-Moe vs Qwen3.5 Moe from_pretrained." - }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation and NaNs in classification heads are separate bugs." + "reason": "Different failures: config propagation for Qwen3.5 vs NaNs in classification heads. No shared code path." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extract length helper behavior and a PyTorch version check bug are unrelated." + "reason": "Unrelated subsystems: qwen3_omni_moe feature-length helper vs a flex_attention PyTorch version check." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Incorrect visual encoder key saving and from_pretrained loading errors are different failure modes." + "reason": "Both are Qwen3.5-related, but one is save_pretrained key serialization and the other is from_pretrained load failure; not the same bug." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "A broken multi-label example and an incorrect pipeline error message are not the same underlying issue." + "reason": "TF32 API settings warning is unrelated to a missing image-patch method in GLM46V." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "TF32 API guidance and a missing image-patch method are unrelated." + "reason": "Optimizer SGD args not used is unrelated to trainer.evaluate() failing after train()." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose model breakage and Ministral FlashAttention failure are separate model-specific bugs." + "reason": "VitPose model breakage and Ministral FlashAttention failure affect different models and code paths." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "SGD argument handling and trainer.evaluate() failing after train() are different problems." + "reason": "Example script multi-label output bug is unrelated to a pipeline translation error message regression." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens weights on load and AutoProcessor kwargs forwarding are unrelated loader bugs." + "reason": "Missing encoder weights on model load is unrelated to AutoProcessor kwargs forwarding." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Stale GlmMoeDsa cache on second forward pass and Swin2SR over-padding are unrelated." + "reason": "Stale GlmMoeDsa indexer cache and Swin2SR over-padding are different image/model bugs." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "GPT2 FlashAttention support request and a vague FlashAttention 2 issue do not identify the same concrete bug." + "reason": "Tokenizer decoder-type issue is unrelated to a DeepSeek accuracy regression." }, { - "left": "issue:43066", - "right": "issue:46710", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "Tokenizer decoder-type regression and DeepSeek accuracy regression are not the same defect." + "reason": "Generic Flash Attention 2 issue is too vague and does not clearly match GPT2 FA2 support." }, { "left": "issue:46614", "right": "issue:46752", "accept": false, - "reason": "Stale phonemizer language state and apply_chat_template empty-list IndexError are unrelated." + "reason": "Stale phonemizer backend state is unrelated to apply_chat_template crashing on empty input." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "torch.split return-value issue in GlmMoeDsaIndexer and Minimax attention numerical drift are different." + "reason": "GlmMoeDsa split return values bug is unrelated to Minimax attention numerical differences." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still mentioning pipeline() and an AuxRequest import version check are unrelated." + "reason": "Docs referencing pipeline() after removals is unrelated to a flex_attention import/version check." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "InternVL2 meta-init incompatibility and Minimax attention numerical differences are distinct issues." + "reason": "Remote-code meta-init incompatibility and attention numerical drift are different problems." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer state corruption during training and missing GenerationMixin cache during chunked prefill are different code paths." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to missing GenerationMixin cache in chunked prefill." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in threaded loading and tokenizer BPE marker handling are unrelated." + "reason": "VRAM leak in multi-dataloader-thread Qwen3ForCausalLM is unrelated to tokenizer BPE marker handling." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are different generation bugs." + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping correctness are not the same failure." + "reason": "Both are tokenizer reports, but one is a generic loading regression and the other is a specific offset_mapping bug." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention and Gemma4 causal-mask construction are separate attention backend bugs." + "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional mask construction are distinct attention-path bugs." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi tokenizer codec/regression issue is unrelated to Wav2Vec2 phonemizer backend state." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing and feature-extractor padding inefficiency are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to SmolVLM video padding logic." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and apply_chat_template empty-list crash do not share a concrete code path." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version bump and AuxRequest import version check are unrelated maintenance issues." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both involve v5-era compatibility, but one is init_empty_weights/_is_hf_initialized and the other is PretrainedConfig type checking; not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention sink-less AttributeError are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency is unrelated to NaNs in classification heads." } ] }, @@ -15353,7 +15437,8 @@ "issue:42222", "issue:42371", "issue:42617", - "issue:42673", + "issue:43066", + "issue:43097", "issue:43122", "issue:43408", "issue:43450", @@ -15361,50 +15446,41 @@ "issue:43742", "issue:43937", "issue:43986", + "issue:44075", "issue:44117", + "issue:44220", "issue:44261", - "issue:44291", + "issue:44263", "issue:44410", - "issue:44466", "issue:44484", + "issue:44485", + "issue:44493", "issue:44496", "issue:44779", "issue:44829", "issue:44877", + "issue:44964", "issue:44977", "issue:45071", "issue:45081", "issue:45216", + "issue:45278", "issue:45310", "issue:45341", - "issue:45356", "issue:45362", - "issue:45405", - "issue:45446", "issue:45478", "issue:45561", - "issue:45588", - "issue:46002", + "issue:45656", "issue:46178", "issue:46209", "issue:46231", "issue:46298", "issue:46328", "issue:46512", - "issue:46614", "issue:46617", - "issue:46655", - "issue:46752" + "issue:46762" ], "soft_pairs": [ - "issue:45356|issue:46614", - "issue:43673|issue:46328", - "issue:42673|issue:46655", - "issue:42222|issue:46752", - "issue:45405|issue:45446", - "issue:44291|issue:45071", - "issue:44117|issue:45588", - "issue:44466|issue:46002", "issue:44410|issue:45310", "issue:39401|issue:44779", "issue:43937|issue:44977", @@ -15423,225 +15499,227 @@ "issue:44877|issue:46231", "issue:44484|issue:45310", "issue:42371|issue:44261", - "issue:39401|issue:46209", "issue:43937|issue:44496", + "issue:39401|issue:46209", "issue:44410|issue:45478", - "issue:42371|issue:46617" + "issue:42371|issue:46617", + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:44964|issue:45278", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43097|issue:44493", + "issue:43673|issue:45341" ], - "prepared_review_unit_hash": "b061ea523c361251e898b1e54765c2f3b3a4c127afd326891b5a5a8efe5df07e", + "prepared_review_unit_hash": "39ecb9978cf063aba9bc990e44c647e5293eedb4a371904e16d0a44c9e0e1758", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36689, - "estimated_input_tokens": 9173, - "estimated_eval_tokens": 18602 + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous. The soft pairs mostly share broad themes like tokenization, config, or processor bugs, but they describe different code paths and symptoms, so none should be merged as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45356 is the clearest, most concrete regression report in the set, with a specific version boundary and symptom description, so it is the best anchor for this loose cluster.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45356 is the most actionable and well-scoped issue here; it reads like a real regression with enough detail to serve as the representative issue.", - "best_pr_reason": null, + "summary": "All soft pairs are false positives: they share Transformers/tokenizer/model-loading themes, but each reports a different bug, model family, or code path. No duplicate cluster emerges here.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue is appropriate; the set is heterogeneous across unrelated regressions and utilities, with only superficial topical overlap.", + "canonical_pr_reason": "No PR canonical candidate in this cluster.", + "best_issue_reason": "No single issue is a safe global representative because the reports span distinct subsystems (tokenization, config/loading, training, generation, testing, and docs).", + "best_pr_reason": "No PRs provided.", "soft_edge_verdicts": [ - { - "left": "issue:45356", - "right": "issue:46614", - "accept": false, - "reason": "Both are tokenizer-related, but one is a Kimi-K2.5 codec/regression issue and the other is a stale phonemizer backend bug; different failure modes." - }, - { - "left": "issue:43673", - "right": "issue:46328", - "accept": false, - "reason": "Chunked prefill cache handling and SequenceFeatureExtractor.pad performance are unrelated code paths." - }, - { - "left": "issue:42673", - "right": "issue:46655", - "accept": false, - "reason": "A VRAM leak in Qwen3ForCausalLM threads is unrelated to a batched video padding calculation bug in SmolVLM." - }, - { - "left": "issue:42222", - "right": "issue:46752", - "accept": false, - "reason": "VitPose model breakage and an empty-list crash in apply_chat_template are different subsystems and symptoms." - }, - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "A dependency version bump and an incorrect PyTorch version gate for flex_attention are not the same bug." - }, - { - "left": "issue:44291", - "right": "issue:45071", - "accept": false, - "reason": "Both involve v5 type-related regressions, but one is init_empty_weights constructor handling and the other is PretrainedConfig type checking." - }, - { - "left": "issue:44117", - "right": "issue:45588", - "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to a flash_attention crash on s_aux=None." - }, - { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "lm_head serialization inconsistency and NaNs in classification heads are different model-state bugs." - }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing projections in qwen3next layer 0 is an architecture/config issue, not the Qwen3.5 MoE from_pretrained error." + "reason": "Different symptoms and paths: missing Qwen3.5 layer projections vs MoE from_pretrained loading failure." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different observed errors (offset mapping vs incorrect results)." + "reason": "Both tokenizer-related, but one is offset_mapping alignment and the other is incorrect DeepSeek tokenization outputs." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "GLM-5 GenerationConfig validation is unrelated to Qwen3.5 flash-attention generation behavior." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "PretrainedConfig type checking and stale model.config.dtype after from_config are separate config-dtype issues." + "reason": "One is a typing regression in PretrainedConfig; the other is stale config.dtype after from_config(dtype=...)." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A vague testing_utils bug and a concrete xdist race on captured_info.txt are not enough to establish the same underlying defect." + "reason": "A small testing_utils bug is distinct from an xdist race on captured_info.txt." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Degenerate training with flash_attention_3 and an incorrect Qwen3.5 save_pretrained checkpoint are different problems." + "reason": "Degenerate training with flash_attention_3 is unrelated to a save_pretrained checkpoint regression." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "testing_utils.py and SequenceFeatureExtractor.pad do not appear to share a common bug." + "reason": "testing_utils behavior bug vs a SequenceFeatureExtractor.pad performance issue." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape errors and missing torchvision import crashes are different video-processing failures." + "reason": "Incorrect batched video processor shapes differ from AutoProcessor failing without torchvision." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None handling is unrelated to the Mistral regex patch AttributeError." + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to _patch_mistral_regex crashing on backend_tokenizer." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A 3d_parallel.py execution problem is unrelated to a testing_utils.py bug." + "reason": "3d_parallel.py execution failure is not the same as the testing_utils bug." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different import surfaces." + "reason": "Separate import regressions: missing layer_type_validation vs missing AutoImageProcessor export." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "A sam3_video/sam3_tracker warning is unrelated to a MobileLLM key error during loading." + "reason": "A model-type warning for sam3 is unrelated to MobileLLM key errors during load." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5 chat crashes and a SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "Qwen3.5 chat crash and a padding performance issue are unrelated." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer behavior changes across versions and a noisy logging message do not describe the same bug." + "reason": "Tokenizer output changes across versions are not the same as a noisy logging message." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose breakage and an unsupported tensorflow_text backend entry are separate integration issues." + "reason": "Vitpose breakage is a model-specific issue, not the backend mapping error for tensorflow_text." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict granite_speech config loading and a documentation parameter-name typo are not the same change." + "reason": "Strict granite_speech config loading and a docs parameter mismatch are unrelated." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "max_shard_size default behavior and the Qwen3.5 MoE from_pretrained error are unrelated." + "reason": "save_pretrained shard-size question is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and an rms_norm_eps precision bug are different concerns." + "reason": "TF32 settings guidance is unrelated to MLA q_a_layernorm missing rms_norm_eps." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and FP8 inference failure on B200 are completely different problems." + "reason": "GenerationConfig invalidity is a different bug from unrecognized model config / missing model_type." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "A GenerationConfig validation issue and an unrecognized model/config.json issue are unrelated." + "reason": "Tokenizer offset mapping and FP8 inference failure on B200 are different problems." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained error are different model-loading defects." + "reason": "Same model family, but distinct failures: missing projections vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError do not share the same code path." + "reason": "TF32 API messaging is unrelated to trust_remote_code cache FileNotFoundError." }, { - "left": "issue:45081", - "right": "issue:46617", + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both numerical, but one is rms_norm_eps precision mismatch and the other is Minimax attention reference divergence." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args not used and optimizer step called twice under deepspeed are different optimizer bugs." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific Phi-4 multimodal loading failure is not the same as broad post-upgrade import errors." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and changed tokenization across versions are related broadly, but not the same concrete bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regressions." + }, + { + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "A tokenizer regex patch crash and a cache-loading FileNotFoundError are unrelated." + "reason": "Generation cache missing in chunked_prefill is unrelated to the testing_utils bug." } ] }, @@ -15669,10 +15747,10 @@ "issue:38617", "issue:41628", "issue:42222", + "issue:42757", "issue:43012", - "issue:43066", + "issue:43064", "issue:43097", - "issue:43122", "issue:43352", "issue:43441", "issue:43452", @@ -15683,46 +15761,38 @@ "issue:43931", "issue:43986", "issue:44038", - "issue:44075", "issue:44117", - "issue:44220", "issue:44261", "issue:44263", + "issue:44315", "issue:44360", "issue:44410", "issue:44483", "issue:44484", "issue:44485", - "issue:44493", "issue:44829", "issue:44933", - "issue:44964", "issue:44987", "issue:45003", "issue:45071", - "issue:45278", "issue:45341", + "issue:45372", + "issue:45375", "issue:45440", "issue:45464", "issue:45478", "issue:45542", - "issue:45656", + "issue:45588", "issue:45753", + "issue:46050", "issue:46123", "issue:46172", "issue:46231", "issue:46369", - "issue:46762" + "issue:46655", + "issue:46664" ], "soft_pairs": [ - "issue:44261|issue:46762", - "issue:38617|issue:44220", - "issue:44075|issue:45656", - "issue:44964|issue:45278", - "issue:44263|issue:44485", - "issue:43066|issue:43122", - "issue:43097|issue:44493", - "issue:43673|issue:45341", "issue:42222|issue:45542", "issue:41628|issue:45071", "issue:43931|issue:44410", @@ -15730,8 +15800,8 @@ "issue:44484|issue:45478", "issue:44483|issue:45464", "issue:43012|issue:43577", - "issue:44360|issue:46172", "issue:44263|issue:46172", + "issue:44360|issue:46172", "issue:43874|issue:44261", "issue:27957|issue:43352", "issue:43931|issue:44038", @@ -15746,228 +15816,237 @@ "issue:43531|issue:45341", "issue:43673|issue:46123", "issue:43874|issue:44263", - "issue:45440|issue:46172" + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43986|issue:45372", + "issue:44410|issue:45375", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43986|issue:44484", + "issue:46655|issue:46664" ], - "prepared_review_unit_hash": "8a944ef5a920973ee049b198e387df17376d3c5b2a9411939ad464bca9fa2906", + "prepared_review_unit_hash": "a56870ac1c2790470273ff929896062b12823c921155b82a46c3e385d53b756b", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36800, - "estimated_input_tokens": 9200, - "estimated_eval_tokens": 18656 + "soft_pair_count": 33, + "serialized_chars": 37379, + "estimated_input_tokens": 9345, + "estimated_eval_tokens": 18946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated Transformers v5 regressions and model-specific bugs; none of the soft pairs look like true duplicates, so I rejected them all. The broadest representative issue is the general import-regression report after upgrading to 5.5.0.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it summarizes the upgrade-induced import failures that overlap with several other import/API breakage reports.", + "summary": "The cluster is highly heterogeneous, with mostly unrelated import, model-specific, training, and processor bugs. None of the proposed soft pairs looks like a true duplicate; they mostly share only a broad subsystem or keyword.", + "confidence": 0.92, + "canonical_issue_reason": "No single true canonical duplicate stands out because the cluster spans many unrelated bugs. If a representative must be chosen, issue:45071 is the broadest core-regression item and the least model-specific.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best represents the cluster because it captures the widest cross-cutting regression pattern rather than a single model-specific symptom.", + "best_issue_reason": "issue:45071 is the best overall representative because it concerns a core API regression in PretrainedConfig and is broader than the mostly model-specific or peripheral reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44261", - "right": "issue:46762", - "accept": false, - "reason": "Both are Minimax-attention-related, but they describe different failures: a missing rms_norm_eps in one layernorm path vs numerical drift in MSA attention." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "These are unrelated errors in different code paths: a missing configuration_utils symbol import vs an audio feature extraction issue." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "Different optimizer bugs: SGD arguments being ignored is not the same as DeepSpeed causing optimizer.step() to run twice." - }, - { - "left": "issue:44964", - "right": "issue:45278", - "accept": false, - "reason": "Both mention breakage after upgrades, but one is a specific model loading failure and the other is a broad import-error regression; not the same bug." - }, - { - "left": "issue:44263", - "right": "issue:44485", - "accept": false, - "reason": "Separate GLM issues: one is a torch.split return-value problem, the other is a RoPE implementation concern." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "Both concern tokenization, but one is a decoder-type mismatch and the other is changed tokenization output; not enough to treat as one defect." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "One is about a removed config flag; the other is unexpected position-id keys during model loading. Different symptoms and root causes." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Generation cache handling and a testing_utils bug are unrelated." - }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "A broken vitpose model family and a TensorFlow-backend import issue are unrelated." + "reason": "Different problems: vitpose model breakage vs TensorBoard-only TF backend handling." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "An AutoImageProcessor import error and a PreTrainedConfig type-checking regression are distinct issues." + "reason": "One is an import failure for AutoImageProcessor; the other is a type-checking regression in PretrainedConfig." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different Qwen3-VL/Qwen3next model-loading problems with different missing or mismatched parameters." + "reason": "Both are Qwen-family, but they describe different model failures and different code paths." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking failure and undefined tf-backend error are not the same code-path problem." + "reason": "Core type-checking regression vs missing/undefined TensorFlow backend error; not the same bug." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Unrelated: shard-size behavior in save_pretrained vs a Qwen3.5-MoE from_pretrained failure." + "reason": "Unrelated: shard-size/save_pretrained behavior vs Qwen3.5 MoE loading error." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both hit chat/completions, but one is a generic request acceptance failure and the other is a streaming inference issue for a specific model." + "reason": "Both involve chat/completions, but one is a general API rejection and the other is a streaming-specific Qwen3.5-0.8B failure." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "One is a PyTorch warning during bf16 compilation; the other is incorrect dtype propagation when loading BLIP2." + "reason": "Both mention dtype/precision, but one is a PyTorch warning during compile and the other is a BLIP2 loading dtype mismatch." }, { - "left": "issue:44360", + "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek/GLM math bugs in separate components; not mergeable as one fix." + "reason": "Different model components and different failure modes; no shared code-path bug." }, { - "left": "issue:44263", + "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "torch.split output handling in GLM-MoE DSA is unrelated to the DeepSeek-v4 comb.transpose issue." + "reason": "DSA indexer ReLU issue vs DeepSeek V4 dtype/transpose issue are unrelated." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different multimodal bugs: missing image patch-count method vs missing rms_norm_eps in MLA layernorm." + "reason": "Different multimodal/model bugs: image patch counting vs MLA q_a_layernorm epsilon precision." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both concern Flash Attention support, but they target different models and failure modes." + "reason": "Same Flash Attention 2 keyword, but different models and different support issues." }, { - "left": "issue:43931", + "left": "issue:43986", "right": "issue:44038", "accept": false, - "reason": "Same model family name, but one is a weight-shape mismatch and the other is a Qwen3-VL-Moe loading bug; not the same defect." + "reason": "One is AutoProcessor/torchvision handling; the other is a Qwen3-VL-Moe bug." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention is the shared theme, but one is a Ministral model failure and the other is degenerate training with flash_attention_3." + "reason": "Both mention FlashAttention, but one is a model compatibility failure and the other is degenerate training with FA3." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed config attribute and a gguf/from_pretrained loading regression are unrelated." + "reason": "Version-5 breaking change vs gguf_file loading regression; no concrete shared bug." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are separate issues." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a small testing_utils bug." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video AutoProcessor crash without torchvision and a testing_utils bug do not share the same underlying cause." + "reason": "Video-model/AutoProcessor crash vs testing utility issue are unrelated." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different GLM-5 concerns: one is layernorm epsilon handling, the other is RoPE implementation." + "reason": "Both are precision/architecture discussions, but they affect different models and different implementation paths." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "A nonexistent import and a documentation parameter-name mismatch are not duplicates." + "reason": "Import/export issue from image_utils vs documentation parameter mismatch; not the same change." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "An infinite-loop bug on a specific image and a memory overflow in sam3-litetext are unrelated." + "reason": "Different symptoms and subsystems: image-specific infinite loop vs memory overflow in a different model." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "A tokenizer mapping None-path bug and a physical-intelligence/fast loading failure are too different to merge." + "reason": "Tokenizer mapping None handling and a specific model load failure are not the same underlying bug." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A Qwen3-MoE sliding_window bug is unrelated to testing_utils." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both involve generation logic, but one is missing cache in chunked_prefill and the other is a partial-batch pipeline bookkeeping bug." + "reason": "Cache handling in generation vs partial-batch result dropping in MaskGenerationPipeline are different code paths." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM model internals: image-patch counting vs torch.split return handling." + "reason": "Different GLM-related bugs with different APIs and failure modes." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepSeekV3MoE divergence from reference and a DeepSeek-v4 transpose/dtype issue are different changes." + "reason": "Both touch DeepSeek-family models, but one is a remote/native implementation divergence and the other is a dtype/transpose bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removal of a config helper is unrelated to a flash_attention integration crash on sink-less models." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor/torchvision crash vs mistral_common ReasoningEffort import error are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen variants and different missing fields/projections; not one duplicate bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-related, but one is a general transformers-v5 bug and the other is missing projections in a specific layer." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two separate import errors from different modules/dependencies." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor video-model crash vs shard-size question are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics; not clearly the same bug." } ] }, @@ -15991,8 +16070,9 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ + "issue:36683", "issue:38617", - "issue:42757", + "issue:42175", "issue:42890", "issue:42907", "issue:43012", @@ -16003,53 +16083,43 @@ "issue:43352", "issue:43502", "issue:43550", + "issue:43582", "issue:43825", "issue:43873", "issue:43906", "issue:43976", "issue:43986", "issue:43992", - "issue:44038", "issue:44062", + "issue:44077", "issue:44117", - "issue:44315", + "issue:44162", + "issue:44222", "issue:44351", "issue:44368", "issue:44380", - "issue:44410", "issue:44484", "issue:44655", "issue:44704", "issue:44936", "issue:44938", "issue:45103", - "issue:45372", - "issue:45375", - "issue:45588", + "issue:45478", + "issue:45479", + "issue:45584", "issue:45712", "issue:45753", - "issue:46050", + "issue:46132", "issue:46172", "issue:46178", "issue:46298", "issue:46365", "issue:46421", - "issue:46655", - "issue:46664", "issue:46701", "issue:46710", "issue:46752" ], "soft_pairs": [ - "issue:43097|issue:45588", - "issue:43986|issue:45372", - "issue:43064|issue:44315", - "issue:44410|issue:45375", - "issue:43097|issue:46050", - "issue:44038|issue:44410", - "issue:38617|issue:42757", - "issue:43986|issue:44484", - "issue:46655|issue:46664", "issue:46298|issue:46752", "issue:42890|issue:46298", "issue:46172|issue:46710", @@ -16074,240 +16144,249 @@ "issue:43066|issue:43906", "issue:43352|issue:43976", "issue:43352|issue:44380", - "issue:43097|issue:46298" - ], - "prepared_review_unit_hash": "3b5d98ad4419b8e363baaf5331753a1db6023a28df307149a2566092010baab7", - "component_budget": { - "node_count": 484, + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:45584|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "8e2020ffc14ba78765f628ff8a5068561837b77ae35c1a5d80c1d2f202473bc0", + "component_budget": { + "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37809, - "estimated_input_tokens": 9453, - "estimated_eval_tokens": 19162 + "serialized_chars": 37770, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous. The soft pairs mostly share broad Transformer/v5 or processor/loading themes, but they do not describe the same underlying bug or change, so none should be merged as duplicates. I picked a loose representative based on centrality, not true duplication.", - "confidence": 0.28, - "canonical_issue_reason": "issue:43097 is the most central representative of the noisy v5-breaking-change subset and has the strongest connectivity/inbound refs, but it is not a true duplicate of the nearby issues.", + "summary": "This set is a loose grab-bag of Transformers issues with only superficial keyword similarity; I do not see any soft pair that looks like the same underlying bug or change.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 46365 is the most connected item in the set and a clear user-facing runtime/import failure, so it is the best anchor if one issue must represent this loose cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best cluster representative by breadth and connectivity; it reads like a general v5 compatibility regression rather than a one-off model bug.", + "best_issue_reason": "Issue 46365 has the strongest soft-similarity connectivity and is a concrete, reproducible failure report, making it the best overall triage representative here.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43097", - "right": "issue:45588", - "accept": false, - "reason": "Different failures: removed tie_embeddings API vs flash-attention crash on sink-less models." - }, - { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "Both are processor/loading import failures, but they come from different missing dependencies and code paths." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "Trainer/FSDP optimizer-state corruption is unrelated to Liger Kernel application with model_init." - }, - { - "left": "issue:44410", - "right": "issue:45375", - "accept": false, - "reason": "Different Qwen model/config bugs: missing projections vs missing deepstack_visual_indexes field." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "Both involve save/load or v5 regressions, but the concrete bug is different: removed API vs broken quantized round-trip." - }, - { - "left": "issue:44038", - "right": "issue:44410", - "accept": false, - "reason": "Different model-specific Qwen issues with different symptoms and likely different fixes." - }, - { - "left": "issue:38617", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but for unrelated symbols from unrelated modules." - }, - { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "AutoProcessor dependency crash is not the same as save_pretrained shard-size behavior." - }, - { - "left": "issue:46655", - "right": "issue:46664", - "accept": false, - "reason": "Same subsystem, but padding calculation and num_frames semantics are distinct bugs." - }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging is unrelated to apply_chat_template crashing on an empty list." + "reason": "A noisy logging message and an empty-list chat-template crash are unrelated symptoms and code paths." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Test flakiness from missing set_seed has no overlap with a logging-message issue." + "reason": "Missing set_seed coverage in a SAM-HQ test suite is unrelated to logging noise." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Different problems: a specific tensor operation bug vs a model accuracy regression after upgrade." + "reason": "A specific dtype/transpose bug in DeepSeek-v4 is not the same as an accuracy regression after upgrading Transformers." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different namespaces; not the same broken symbol." + "reason": "Both are import errors, but they refer to different missing symbols and likely different fixes." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Both mention v5/quantization-adjacent behavior, but one is an API removal and the other is an offloading bug." + "reason": "Removal of a config attribute and quantization offloading behavior are different issues." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer construction error vs tokenizer-mapping None handling are different code paths." + "reason": "An AddedToken argument conflict is not the same as TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping fallback and image-text pipeline failure are unrelated." + "reason": "Tokenizer mapping fallback behavior and an image-text pipeline failure are unrelated." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate failure after train is unrelated to failing to import Trainer due to datasets." + "reason": "trainer.evaluate() failing after train() is a different code path from importing Trainer being affected by datasets." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only network leakage and missing embed_tokens.weight are different pretrained-loading bugs." + "reason": "local_files_only still making API requests is unrelated to a missing embed_tokens.weight on UMT5Encoder load." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring future-annotations crash are unrelated." + "reason": "Passing kwargs to cached_file and auto_docstring crashes with future annotations are unrelated failures." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention scaling being ignored is not the same as cache lazy-initialization recompilation." + "reason": "Ignoring GPT-2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization causing recompilation." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Processor import/dependency crash and tokenizer mapping None are distinct loader issues." + "reason": "AutoProcessor/video-model loading without torchvision is not the same bug as tokenizer mapping returning None." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure is unrelated to an unsupported backend name in BACKENDS_MAPPING." + "reason": "Python 3.14 load failure and a backend mapping error for tensorflow_text are different compatibility problems." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and saving Pipeline objects are both save-pretrained topics, but different object types and failures." + "reason": "Failing to save dequantized models and failing to save Pipeline objects are different save_pretrained paths." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Model save failure is unrelated to an infinite loop on a specific image." + "reason": "Saving dequantized models is unrelated to an infinite-loop generation bug on a specific image." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline error messaging and pipeline save_pretrained are different features and different bugs." + "reason": "A misleading pipeline error message is not the same as pipeline save_pretrained failure." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile SDPA failure are unrelated model/backend issues." + "reason": "xLSTM training bugs and a Bamba torch.compile SDPA failure are unrelated model-specific issues." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 warning during compile is not the same as a model failing under torch.compile with SDPA." + "reason": "A bfloat16 precision warning during compile is not the same as a torch.compile SDPA failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy class leakage in repo checks is unrelated to a noisy logging message." + "reason": "Leftover dummy classes in dummy_pt_objects.py are unrelated to a noisy logging message." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both are warnings, but they concern different configuration problems and different fixes." + "reason": "A compilation precision warning and a tie_word_embeddings config warning are different warnings with different causes." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens weight and max_shard_size default are unrelated save/load behaviors." + "reason": "Missing weights on from_pretrained and the 50GB shard-size question are unrelated save/load concerns." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and the isolated reproduction of another issue are not the same bug." + "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of another issue do not match as the same bug." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "A model not supporting FlashAttention 2.0 and a Python version compatibility issue are unrelated." + "reason": "Flash Attention 2 support for a model and a Python version compatibility issue are unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Both touch attention backends, but they are different models and different concrete failures." + "reason": "Flash Attention support gating for NemotronH and GPT-2 attention scaling under SDPA are different backend/model bugs." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed API in v5 and a noisy logging message do not share a root cause." + "reason": "A removed config attribute and a noisy logging message are not the same underlying problem." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek-v4 tensor operation bug are unrelated model failures." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Ignored GPT-2 attention scaling and AttentionInterface.register behavior changes are different attention-system changes." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation and importing Trainer being affected by datasets are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation and a Trainer import conflict are different failures." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for moe and a Qwen3.5 MoE from_pretrained error are related by model family only, not the same concrete bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT-2 attention scaling under backends and a zero-loss classification bug are unrelated model behaviors." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging and Trainer import failing because of datasets are different dependency issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and GPT-2 attention scaling under SDPA are unrelated training vs inference bugs." } ] }, @@ -16331,13 +16410,15 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ + "issue:29870", "issue:36010", + "issue:36296", "issue:36683", "issue:38617", - "issue:42175", "issue:42490", "issue:42757", "issue:42994", + "issue:43010", "issue:43012", "issue:43064", "issue:43208", @@ -16345,8 +16426,8 @@ "issue:43352", "issue:43475", "issue:43502", + "issue:43525", "issue:43526", - "issue:43582", "issue:43611", "issue:43618", "issue:43756", @@ -16356,14 +16437,14 @@ "issue:43901", "issue:43937", "issue:43976", + "issue:43992", "issue:44038", "issue:44077", - "issue:44162", - "issue:44222", "issue:44230", "issue:44380", "issue:44483", "issue:44485", + "issue:44492", "issue:44514", "issue:44625", "issue:44655", @@ -16371,32 +16452,21 @@ "issue:44938", "issue:45216", "issue:45276", - "issue:45478", - "issue:45479", - "issue:45584", + "issue:45278", + "issue:45310", "issue:46077", - "issue:46132", - "issue:46172", + "issue:46082", "issue:46365", "issue:46369" ], "soft_pairs": [ - "issue:44162|issue:46172", - "issue:44380|issue:46132", - "issue:44077|issue:46365", - "issue:45584|issue:46365", - "issue:44222|issue:45478", - "issue:36683|issue:43582", - "issue:44380|issue:45479", - "issue:42175|issue:46365", - "issue:43064|issue:44380", "issue:42757|issue:43824", "issue:42490|issue:43012", "issue:43012|issue:44683", "issue:43208|issue:43526", "issue:44483|issue:44514", - "issue:43618|issue:43761", "issue:44038|issue:44230", + "issue:43618|issue:43761", "issue:43618|issue:44380", "issue:38617|issue:43502", "issue:43756|issue:44485", @@ -16405,276 +16475,283 @@ "issue:44625|issue:46365", "issue:45276|issue:46077", "issue:36683|issue:43475", - "issue:43352|issue:43937", "issue:36010|issue:42757", + "issue:43352|issue:43937", "issue:44483|issue:46369", "issue:43611|issue:44655", "issue:43901|issue:44655", "issue:36683|issue:44077", - "issue:43867|issue:45216", + "issue:44625|issue:46077", "issue:43976|issue:44938", - "issue:44625|issue:46077" + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278" ], - "prepared_review_unit_hash": "39f120b1132d2b90e3bbf57564aa91442ea3eb14760327bfb73234d196a77f97", + "prepared_review_unit_hash": "3529b1991b2797db8d4b6671a863072ec280c158a3b3d5aa559a75efb46398a4", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37259, - "estimated_input_tokens": 9315, - "estimated_eval_tokens": 18886 + "soft_pair_count": 32, + "serialized_chars": 36940, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated lookalikes (import errors, model-specific regressions, save/load issues, or backend warnings). Only the CLIP pair looks like the same v5 output-population regression. No PRs are present in the cluster.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43761 is the clearest representative of the only likely duplicate family: a CLIP v5 regression where requested outputs are not populated in forward pass. It has the most explicit regression framing and is likely the best anchor for a fix.", + "summary": "These issues are largely heterogeneous: import errors, model-specific config/load regressions, saving bugs, attention/mask regressions, and unrelated training/runtime problems. None of the soft pairs look like the same concrete underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest, most representative upgrade-regression report in this set; it best matches the generic import-breakage theme, whereas most others are narrower model- or feature-specific tickets.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43761 is the best global issue candidate because it is concrete, regression-labeled, and broad enough to cover the paired CLIP output-assignment failure.", + "best_issue_reason": "issue:45278 is also the best standalone triage candidate because it has a clear user-facing symptom and broad scope; the rest are more specialized or orthogonal.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44162", - "right": "issue:46172", - "accept": false, - "reason": "Different models and failures: ESM2 broken workflow vs a DeepSeek-v4 tensor/transposition bug." - }, - { - "left": "issue:44380", - "right": "issue:46132", - "accept": false, - "reason": "Unrelated code paths: GPT2 attention scaling under SDPA/FlashAttention vs AttentionInterface.register behavior." - }, - { - "left": "issue:44077", - "right": "issue:46365", - "accept": false, - "reason": "PatchTSMixer config validation and Trainer import failure are unrelated." - }, - { - "left": "issue:45584", - "right": "issue:46365", - "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to the Trainer/datasets import problem." - }, - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "Both involve MoE/FP8 model handling, but one is saving and the other is from_pretrained loading; different concrete bugs." - }, - { - "left": "issue:36683", - "right": "issue:43582", - "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator warmup TypeError are unrelated." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Different failures: attention backend scaling vs degenerate zero loss in sequence classification." - }, - { - "left": "issue:42175", - "right": "issue:46365", - "accept": false, - "reason": "Backend packaging issue for tensorflow vs a Trainer import conflict; not the same bug." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under backend dispatch." - }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but for different symbols, packages, and likely causes." + "reason": "Both are import errors, but for different symbols, different modules, and likely different root causes." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-path import warning and bfloat16 compile precision warning are unrelated." + "reason": "One is about a trailing-slash local model path warning; the other is a PyTorch warning during bfloat16 compilation." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A warning during bfloat16 compilation is not the same as a torch>=2.9 flex_attention failure." + "reason": "Both involve compilation/warnings, but one is a warning on a bfloat16 model while the other is a flex_attention failure on newer torch." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + "reason": "Completely unrelated subsystems: xLSTM training bugs vs BeitImageProcessorFast label reduction." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat/completions API rejection and Qwen2_5_VL batched chat-template crash are different paths and symptoms." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": true, - "reason": "Both point to the same CLIP v5 regression where requested outputs are not being assigned/populated in the forward/output path." + "reason": "A chat-completions API request failure is not the same bug as a batched processor/chat-template crash." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both mention Qwen3-VL-Moe, but one is a loading regression and the other is fp8 inference support; not the same fix." + "reason": "Same model family, but one is a loading regression and the other is fp8 inference support; not the same fix." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but they affect different outputs and different code paths." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output regression and GPT2 attention-scaling backend bug are unrelated." + "reason": "CLIP attentions assignment and GPT2 attention scaling under SDPA/FlashAttention are unrelated bugs." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing internal import and local_files_only network leak are unrelated." + "reason": "ImportError for a missing utility and unintended network requests with local_files_only=True are different problems." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Different models and problems: Smollm3 RoPE-layer mismatch vs GLM-5 RoPE implementation discussion." + "reason": "Both mention RoPE, but they concern different models and different implementation issues." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Saving quantized models and saving Pipeline objects are distinct save_pretrained failures." + "reason": "Saving quantized models and saving Pipeline objects are different save_pretrained code paths." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Transformers 5.0 base_model_prefix loading regression vs sorted state_dict load error are different issues." + "reason": "Both are load failures, but one is a Qwen3VL-Moe regression and the other is a state_dict ordering error." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug is unrelated to the Trainer/datasets import problem." + "reason": "Qwen3.5 label propagation and Trainer import failure are unrelated." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Gemma4 token-embedding resizing and Gemma4 bidirectional-attention masking are separate code paths." + "reason": "Both are Gemma4 bugs, but one is token embedding resize propagation and the other is bidirectional-attention mask construction." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config vocab_size error and SAM 3 missing fpn_position_embeddings are unrelated." + "reason": "Different model families and different missing attributes; no shared code path is evident." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "FlashAttention support gap for NemotronH and GLM-5 GenerationConfig invalid are unrelated." + "reason": "Both are import errors, but they involve different removed/moved symbols in different packages." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Different missing imports from different packages; no shared underlying bug." + "reason": "FlashAttention support for a model and an invalid GenerationConfig error are not the same bug." }, { "left": "issue:44483", "right": "issue:46369", "accept": false, - "reason": "Chat completion API rejection and SAM3 memory overflow are unrelated." + "reason": "One is an API endpoint request failure; the other is a Trainer import conflict with datasets." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base_model_prefix loading regression and Pipeline save_pretrained failure are different bugs." + "reason": "Base_model_prefix loading regression and Pipeline save_pretrained failure are unrelated." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to Pipeline serialization." + "reason": "Documentation mismatch for return_all_scores is not the same as pipeline serialization failing." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config missing vocab_size and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Different checkpoint/loading regressions affecting different models and APIs." + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention are different model-specific regressions." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Python-version compatibility issues, but for different versions and failure modes." + "reason": "Both mention Python compatibility, but they refer to different versions and different failure modes." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "num_labels propagation and bidirectional-attention masking are distinct Gemma4 bugs." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The analyst output is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted pair, issue:43618 vs issue:43761, is reasonably supported as the same CLIP v5 output-population regression. The rest of the verdicts avoid overclaiming and there are no PRs to assess." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 23, - "review_unit_index": 54, - "review_unit_count": 58, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-484", - "nodes": [ - "issue:28282", - "issue:29870", - "issue:33453", - "issue:36296", - "issue:36683", - "issue:41669", - "issue:42890", - "issue:42898", + "reason": "State_dict-sorting load error and incorrect Qwen3.5 checkpoint saving are different save/load bugs." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attention output regression and Qwen3.5 save_pretrained checkpoint regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different attribute errors in different model configs; no common underlying bug." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 vocab_size missing and Qwen3.5 num_labels propagation are separate config issues." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug and tensor-parallel training bug do not share a concrete code path." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen3.5-related loading issues, but one is missing embed_tokens weights and the other is a broader from_pretrained regression." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to a typo in cache strategy naming." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A no_grad decoration request for cache updates is unrelated to broad import failures after version upgrade." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 54, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", "issue:43010", "issue:43064", + "issue:43065", "issue:43502", - "issue:43525", "issue:43575", "issue:43618", + "issue:43723", + "issue:43824", "issue:43867", "issue:43976", "issue:43992", @@ -16682,19 +16759,19 @@ "issue:44075", "issue:44077", "issue:44112", + "issue:44222", "issue:44246", "issue:44355", "issue:44360", - "issue:44492", - "issue:44625", + "issue:44387", + "issue:44556", + "issue:44734", "issue:44855", "issue:44857", "issue:44938", "issue:44964", "issue:45071", - "issue:45216", - "issue:45278", - "issue:45310", + "issue:45125", "issue:45357", "issue:45375", "issue:45440", @@ -16702,25 +16779,16 @@ "issue:45561", "issue:45600", "issue:45850", - "issue:46077", - "issue:46082", "issue:46202", "issue:46285", "issue:46365", + "issue:46617", "issue:46664" ], "soft_pairs": [ - "issue:46077|issue:46082", - "issue:43618|issue:45216", - "issue:36683|issue:43525", - "issue:36683|issue:44625", - "issue:29870|issue:36296", - "issue:43064|issue:44492", - "issue:43992|issue:45310", - "issue:43010|issue:45278", "issue:44075|issue:46365", - "issue:44355|issue:44855", "issue:29870|issue:33453", + "issue:44355|issue:44855", "issue:44938|issue:45071", "issue:43867|issue:46202", "issue:36683|issue:43064", @@ -16731,8 +16799,8 @@ "issue:36296|issue:43575", "issue:43618|issue:44077", "issue:43010|issue:43976", - "issue:43867|issue:45357", "issue:43992|issue:45478", + "issue:43867|issue:45357", "issue:28282|issue:33453", "issue:43618|issue:46285", "issue:43618|issue:44857", @@ -16741,228 +16809,222 @@ "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:42898|issue:46664", - "issue:43502|issue:44062" + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:44222|issue:45125", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43010|issue:43065" ], - "prepared_review_unit_hash": "c62de7fc10b9dd6e9d8483ff83b61531b44ffadd747a0b5a6df3c4db5dcc0956", + "prepared_review_unit_hash": "2c7b6ddff1b17aef4bd1eadae5c6a2fde77b395b58e385f1c7b47a589c1f8822", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36376, - "estimated_input_tokens": 9094, - "estimated_eval_tokens": 18444 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct bug reports around imports, configs, model loading, training, or test flakiness, with no clear duplicate group. None of the soft pairs look like the same underlying issue or change.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set, centered on multiple import failures after a version upgrade; the other items are mostly narrower, model-specific, or unrelated regressions.", + "summary": "This set is mostly a grab-bag of unrelated Transformers issues across import/loading, tokenizer, tensor-parallel, quantization, and CI bugs. The soft pairs share broad keywords or subsystems, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43824 is the strongest representative issue here: it has clear user impact, multiple inbound references, and a concrete import failure with a specific model/component.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most representative of the cluster\u2019s import/regression theme and the best candidate to anchor triage, even though the overall set is not a true duplicate cluster.", + "best_issue_reason": "issue:43824 is the best overall issue candidate because it is concrete, widely impactful, and has more evidence/discussion than most others in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46077", - "right": "issue:46082", - "accept": false, - "reason": "Different bugs: Gemma4 attention-mask construction vs LlamaConfig head_dim validation." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "Different code paths and models: CLIPOutput attentions assignment vs Qwen3.5 save_pretrained regression." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Both are missing config fields, but for different models and different fields; not the same bug." - }, - { - "left": "issue:36683", - "right": "issue:44625", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Gemma3 vocab_size missing vs Qwen3.5 num_labels propagation are unrelated config bugs." + "reason": "Optimizer arguments not being used is a different bug from importing Trainer failing due to datasets interaction." }, { "left": "issue:29870", - "right": "issue:36296", - "accept": false, - "reason": "BART generate decoder mask error is unrelated to tensor-parallel training behavior." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to a typo in cache strategy text." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Different model-loading failures with different causes and model families." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "no_grad decoration for cache updates is unrelated to broad import errors after upgrade." - }, - { - "left": "issue:44075", - "right": "issue:46365", + "right": "issue:33453", "accept": false, - "reason": "SGD arguments not being used is unrelated to Trainer import failure caused by datasets." + "reason": "Both involve modeling/tokenizer code, but one is a BART generate-time mask bug and the other is a tokenizer-loading regression." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import-related, but one is compiled-file import errors and the other is a Python 3.13 JIT parsing issue; not the same bug." - }, - { - "left": "issue:29870", - "right": "issue:33453", - "accept": false, - "reason": "BART generation bug and tokenizer-loading regression are different failures." + "reason": "Different failure modes: running compiled Python files versus a Python 3.13 @torch.jit.script parsing/IndentationError issue." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are different issues." + "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are unrelated changes." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "State-dict sorting load error and Gemma pipeline roundtrip failure are unrelated." + "reason": "State-dict ordering load error and Gemma pipeline roundtrip on \u2581 are different model-loading problems." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Missing config attribute in Gemma3 is unrelated to FSDP2+PEFT optimizer-state corruption." + "reason": "Missing Gemma3Config.vocab_size is unrelated to the FSDP2+PEFT optimizer-state mismatch." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Load-model ordering issue and Qwen3.5 vision config field dropping are unrelated." + "reason": "A generic load-model state_dict issue is not the same as a missing Qwen3.5 vision config field." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Seed-related test flakiness and xdist captured-info race are different test issues." + "reason": "Both touch testing, but one is missing set_seed() in a model integration test and the other is an xdist file race." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Specific no_grad concern for cache updates is not the same as a generic complaint that many models broke." + "reason": "A no_grad decoration request for cache updates is not the same as a broad report that v5 breaks many models." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Both mention import performance, but one is a concrete import-* cleanup issue and the other is a broad intermittent slowdown report; not the same underlying bug." + "reason": "Removing import * to speed import time is different from intermittent slow import behavior." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and tensor-parallel OOM on model load are different failures." + "reason": "Tensor-parallel training bug and tp-related OOM on a huge model are related at a high level but not the same concrete defect." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions regression is unrelated to patchtsmixer post_init policy." + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init restriction are unrelated model issues." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache no_grad decoration and Python-version incompatibility are unrelated." + "reason": "Cache/Layer no_grad decoration has no relation to the Python 3.9+ / 3.10+ compatibility issue." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "State-dict load ordering and incorrect saved visual encoder keys are different save/load bugs." + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 MoE from_pretrained failure are different loading bugs." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different model-loading problems." + "reason": "They both concern loading/saving, but one is a sorted state_dict load error and the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-missing ImportError and tokenizer-loading regression are unrelated." + "reason": "Missing PyTorch import error is unrelated to a tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIPOutput attentions missing is not the same as CLIPTextModel structural inconsistency." + "reason": "CLIPOutput attentions missing and CLIP text-model structure inconsistency are distinct CLIP-related regressions." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "A CLIP output-field regression is unrelated to an AMP/CUDA loss crash." + "reason": "A CLIPOutput field issue is unrelated to an AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + "reason": "DSA indexer missing ReLU and DeepSeekV3 implementation divergence do not describe the same bug." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test seeding flakiness is unrelated to a Phi-4 multimodal model-loading failure." + "reason": "A flaky test due to missing seed is unrelated to a latest-transformers model-loading failure." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different CI/test issues with different root causes." + "reason": "Seed-related test flakiness and a stale device override failure are different CI issues." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Seed-related test flakiness is unrelated to stale auto_mappings references breaking CI." + "reason": "Test seeding flakiness is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization-space behavior change and SmolVLM num_frames semantics are unrelated." + "reason": "Tokenization_spaces behavior in v5 and SmolVLM num_frames semantics are unrelated API/processor issues." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Ignoring local_files_only network requests is unrelated to AddedToken special-argument duplication." + "reason": "local_files_only still making network requests is not the same as AddedToken receiving duplicate special arguments." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing in serve and trust_remote_code cache FileNotFoundError are different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for Qwen3_5MoeForConditionalGeneration are separate tensor-parallel/serialization bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload incompatibility after upgrading versions are related only broadly, not the same defect." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth and checkpoint reload incompatibility are different regressions." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Qwen2_5_VL import failure and a trust_remote_code cache FileNotFoundError are both loading issues but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/Layer no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated changes." } ] }, @@ -16994,16 +17056,15 @@ "issue:34689", "issue:36296", "issue:38617", + "issue:41628", "issue:42548", "issue:42757", "issue:43010", - "issue:43065", "issue:43232", "issue:43299", "issue:43475", "issue:43502", "issue:43576", - "issue:43723", "issue:43824", "issue:43827", "issue:43874", @@ -17014,34 +17075,28 @@ "issue:44351", "issue:44355", "issue:44360", - "issue:44387", "issue:44485", "issue:44556", "issue:44655", - "issue:44734", "issue:44749", "issue:44908", - "issue:44938", "issue:44961", "issue:45071", "issue:45125", + "issue:45362", "issue:45375", "issue:45468", "issue:45478", + "issue:45850", "issue:46132", "issue:46143", "issue:46144", + "issue:46209", "issue:46617", "issue:46664", "issue:46726" ], "soft_pairs": [ - "issue:44734|issue:46617", - "issue:44222|issue:45125", - "issue:43723|issue:44556", - "issue:44387|issue:44556", - "issue:43824|issue:46617", - "issue:43010|issue:43065", "issue:43502|issue:44485", "issue:43874|issue:46617", "issue:43576|issue:46132", @@ -17072,250 +17127,281 @@ "issue:44485|issue:44961", "issue:44908|issue:44961", "issue:36296|issue:43901", - "issue:43576|issue:44938", + "issue:38617|issue:43576", "issue:46143|issue:46144", "issue:43475|issue:46617", - "issue:44222|issue:44230" + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:45362|issue:45850" ], - "prepared_review_unit_hash": "332565f51f8d8363bfa8e0094086b35c8d6501eb992b1f2cd8270b03bc1e5320", + "prepared_review_unit_hash": "d71dc2d3b16e01f7a9c09815a72b8f2d97f14feccd5aa941f9a359a2a195f3db", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39213, - "estimated_input_tokens": 9804, - "estimated_eval_tokens": 19864 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 37959, + "estimated_input_tokens": 9490, + "estimated_eval_tokens": 19236 }, "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 bugs and regressions. Several items mention v5 loading/import regressions, but none of the soft pairs look like true duplicates or mergeable one-PR targets.", - "confidence": 0.74, - "canonical_issue_reason": "issue:33453 is the most generic, high-discussion loading-regression report and the best available anchor for the cluster\u2019s recurring v5 breakage theme.", + "summary": "The cluster is mostly heterogeneous: a mix of v5 regressions, import/export failures, model-loading bugs, docs issues, and unrelated runtime problems. The only near-alignment is the Qwen3.5-Moe loading/tensor-parallel pair; the rest do not look like the same underlying bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45478 is the most concrete, version-scoped regression ticket in the set and best represents the Qwen3.5-Moe loading failures; the other issues are largely separate import, docs, or runtime problems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:33453 is the most usable representative here: broad wording, strong discussion activity, and closest to the common loading-regression pattern in the set.", + "best_issue_reason": "issue:45478 is the strongest standalone issue for triage because it names the affected model family and the regression window clearly, making it the best anchor for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44734", - "right": "issue:46617", - "accept": false, - "reason": "KV-cache continuation crash in serve is unrelated to trust_remote_code cache FileNotFoundError." - }, - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 save_pretrained moe and missing _tp_plan for tensor parallelism are different code paths." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Both involve loading, but tokenizer loading and checkpoint reloading are distinct failures." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "Int4 OOM from reserved memory is not the same bug as model reload failure after v4->v5 upgrade." - }, - { - "left": "issue:43824", - "right": "issue:46617", - "accept": false, - "reason": "Missing exported Qwen2_5_VL class and cache FileNotFoundError are different issues." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "no_grad decoration for cache updates is unrelated to Sam3PixelDecoder dummy Conv2d." - }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network leakage and GLM-5 RoPE implementation are unrelated." + "reason": "Different bugs: local_files_only causing network access vs a GLM-5 RoPE implementation problem." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-patch helper and trust_remote_code cache loading are separate bugs." + "reason": "Different failures: a missing image-processor method vs a cache loading FileNotFoundError." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken env command and AttentionInterface.register behavior are different surfaces." + "reason": "Unrelated: a broken env command in v5 vs AttentionInterface.register changing function behavior." }, { "left": "issue:45125", "right": "issue:45478", - "accept": false, - "reason": "Tensor-parallel plan missing and Qwen3.5 Moe from_pretrained error are not clearly the same defect." + "accept": true, + "reason": "Both point to the same Qwen3.5-Moe loading/tensor-parallel regression on v5.4+, and a single fix could plausibly address both." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + "reason": "Different areas: MLflow job status reporting vs tokenizer loading regression." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors and slower filtering after upgrade are unrelated." + "reason": "Unrelated: compiled Python-file errors vs a slowdown while filtering data after upgrade." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Different missing top-level exports; same symptom class, but not the same underlying bug." + "reason": "Both are import errors, but the missing symbols are different and there is no clear evidence of the same underlying export bug." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor parallelism support and a missing config field silently dropped by strict validation are unrelated." + "reason": "Different Qwen3.5-Moe issues: missing tensor-parallel plan vs a config field being silently dropped." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache/layer no_grad decoration and sync_gpus generation kwargs handling are different generation bugs." + "reason": "Related generation/cache themes, but the specific bugs differ: no_grad decoration vs post-sync_gpus generation kwargs handling." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video num_frames semantics and AutoProcessor backend-missing messaging are distinct issues." + "reason": "Different vision/video processor issues: num_frames semantics vs missing vision backend handling in AutoProcessor." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading stall and forward-argument documentation are unrelated." + "reason": "One is a Sentence Transformers load hang; the other is confusing forward-argument documentation." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "local_files_only network requests and an unrelated placeholder issue are not duplicates." + "reason": "No relation: remote API requests despite local_files_only vs an unrelated one-word issue title." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "API requests despite local_files_only and FP8 save_pretrained moe are unrelated." + "reason": "Different bugs: local_files_only network access vs FP8 save_pretrained on MoE models." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing pipeline() and the unrelated placeholder issue are not the same bug." + "reason": "Docs about pipeline() removal vs an unrelated one-word issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow failure reporting and tensor parallel training bug are different problems." + "reason": "MLflow job reporting bug is unrelated to tensor-parallel training." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "BART generate() UnboundLocalError and model.forward documentation confusion are unrelated." + "reason": "Different topics: BART generation UnboundLocalError vs docs confusion around model.forward arguments." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading regression and generic checkpoint reload regression are different concrete failures." + "reason": "Both mention version regressions, but one is Qwen3.5-VL MoE loading and the other is checkpoint reload compatibility; not the same bug." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors and PretrainedConfig type-checking breakage are unrelated." + "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 vision model-loading regression are distinct failures." + "reason": "Both are loading regressions, but they affect different models and likely different code paths." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors and save_pretrained pipeline failure are unrelated." + "reason": "Different failure modes: compiled Python files vs inability to save Pipeline objects." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub symbol import and broken transformers env command are unrelated." + "reason": "Importing is_offline_mode from huggingface_hub is unrelated to the transformers env command bug." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "env command breakage and PretrainedConfig typing breakage do not share the same code path." + "reason": "A broken env command and PretrainedConfig type checking are separate issues." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application in model_init and DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel model_init behavior and a DSA indexer discussion are not the same bug." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation wording in forward() and missing layer_type_validation import are not the same bug." + "reason": "Docs confusion in model.forward is unrelated to an import error for layer_type_validation." }, { "left": "issue:43576", - "right": "issue:44938", + "right": "issue:43824", "accept": false, - "reason": "Broken env command and Python 3.14 load failure are different issues." + "reason": "A broken env command and a missing Qwen2_5_VLForConditionalGeneration export are different failures." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No evidence of relation: placeholder title vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache export and trust_remote_code cache FileNotFoundError are different problems." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Missing kwargs passthrough and lack of attention-interface use in RoFormer are related topic-wise but not the same concrete bug." + "reason": "Scheduler kwargs handling is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug is not the same as TextClassificationPipeline docs mentioning return_all_scores." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation import is unrelated to the env command regression." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is missing kwargs passthrough and the other is attention-interface integration; not the same concrete bug." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "Sam3VisionEncoderOutput attribute error and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "SAM 3 video attribute error and trust_remote_code cache loading failure are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained bug and FP8 inference support request are different change requests." + "reason": "FP8 save_pretrained on MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are related only at a broad subsystem level, not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different import errors: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init behavior is unrelated to FP8 inference on B200." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Different scope: Qwen3.5-35B chat crash vs a broad complaint that v5 breaks many models." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and suitably conservative. The packet supports treating issue:45478 as the best anchor for the Qwen3.5-Moe regression cluster, and the summary correctly avoids claiming stronger links than the titles/evidence show. The only plausible same-bug pairing is 45125/45478; the other soft-edge rejects look appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17332,10 +17418,10 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ - "issue:41628", + "issue:31795", + "issue:33453", "issue:41669", "issue:42371", - "issue:42548", "issue:42890", "issue:43352", "issue:43408", @@ -17356,11 +17442,11 @@ "issue:44351", "issue:44360", "issue:44393", - "issue:44485", "issue:44492", "issue:44556", "issue:44623", "issue:44704", + "issue:44829", "issue:44861", "issue:44908", "issue:45003", @@ -17370,26 +17456,21 @@ "issue:45230", "issue:45278", "issue:45341", - "issue:45362", + "issue:45468", "issue:45478", "issue:45542", "issue:45753", "issue:45850", "issue:46095", - "issue:46209", "issue:46218", "issue:46328", "issue:46664" ], "soft_pairs": [ - "issue:44315|issue:46209", - "issue:41628|issue:42548", - "issue:44485|issue:46664", - "issue:45362|issue:45850", "issue:43673|issue:44492", "issue:44273|issue:45542", - "issue:44360|issue:46664", "issue:44623|issue:45230", + "issue:44360|issue:46664", "issue:44038|issue:45125", "issue:44273|issue:45003", "issue:44393|issue:45071", @@ -17407,294 +17488,301 @@ "issue:43408|issue:44315", "issue:42890|issue:44908", "issue:44246|issue:44273", - "issue:43352|issue:44393", "issue:43576|issue:44908", + "issue:43352|issue:44393", "issue:43976|issue:44393", "issue:44704|issue:44908", "issue:44908|issue:45071", "issue:44297|issue:45230", "issue:44295|issue:45230", - "issue:44492|issue:46328", "issue:41669|issue:44351", + "issue:44492|issue:46328", "issue:41669|issue:45341", "issue:43976|issue:45850", "issue:44393|issue:45478", "issue:43976|issue:46218", "issue:44077|issue:44861", - "issue:43827|issue:44908" + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468" ], - "prepared_review_unit_hash": "0271dd53d1e5caeb8a25e3ecd163c67b8c2322fe2c752d24a5105aab2921c8fe", + "prepared_review_unit_hash": "c584e256b073708eb389f301c6d6c608b97f96443feb0b033104114646432520", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 40, - "serialized_chars": 38990, - "estimated_input_tokens": 9748, - "estimated_eval_tokens": 19752 + "serialized_chars": 38554, + "estimated_input_tokens": 9639, + "estimated_eval_tokens": 19534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but there is a small import/lazy-loading subcluster. I only accept the clearest same-root-cause pairs; the rest look like unrelated model-specific bugs, performance issues, or broad v5 regressions that are too general to merge as duplicates.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 45278 is the best cluster anchor because it is the broadest concrete report of the v5 import-regression family, which overlaps the multiple top-level \"cannot import\" reports here. The other candidates are either narrower symptom reports or unrelated model/config bugs.", + "summary": "This is a grab-bag of distinct Transformers issues: docs, import/lazy-loading, v5 migration regressions, and model-specific bugs. The soft-similarity pairs mostly share broad keywords or subsystems, but not the same concrete defect, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical issue stands out: the items are mostly unrelated bug reports, and the similarity pairs do not share a single concrete root cause. Issue 45850 is the broadest regression report, but it is too generic to serve as a reliable canonical target.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most suitable global issue because it captures the repeated upgrade/import failure pattern more directly than the model-specific or performance-only reports. It is still broad, but it best represents the shared duplicate theme in this set.", + "best_issue_reason": "Issue 45850 is the broadest umbrella-style report, but it is still too vague to be a good deduplication anchor for this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44315", - "right": "issue:46209", - "accept": false, - "reason": "Different problems: Liger Kernel application during model_init vs FP8 inference failure on B200." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": true, - "reason": "Both are top-level \"cannot import name\" regressions from transformers and likely stem from the same v5 export/lazy-loading breakage." - }, - { - "left": "issue:44485", - "right": "issue:46664", - "accept": false, - "reason": "Unrelated model families and symptoms: GLM-5 RoPE implementation vs SmolVLM video frame semantics." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "One is a specific chat crash for Qwen3.5-35B; the other is a broad complaint about v5 breaking many models." - }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Different cache-related issues: missing GenerationMixin cache in chunked prefill vs a typo in cache strategies." + "reason": "Different problems: chunked_prefill cache missing vs a cache-strategy typo; only the word \"cache\" overlaps." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading problems are not the same as the TensorFlow backend detection issue caused by tensorboard-only installs." + "reason": "Unrelated subsystems: lazy loading behavior vs TensorFlow backend detection with tensorboard installed." }, { - "left": "issue:44360", - "right": "issue:46664", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Unrelated: DSA indexer/ReLU discussion vs video processor num_frames semantics." + "reason": "No concrete overlap; one is missing processor save files, the other is an unspecified generic bug report." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:44360", + "right": "issue:46664", "accept": false, - "reason": "Too generic on the right-hand side; no evidence they describe the same processor.save_pretrained bug." + "reason": "Different model/code-path issues: DSA ReLU discussion vs video processor num_frames semantics." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen3* but different concrete issues and likely different code paths." + "reason": "Same family name, but different defects: fp8 inference support vs missing tensor-parallel plan." }, { "left": "issue:44273", "right": "issue:45003", - "accept": true, - "reason": "Both point to the same lazy-loading/import mechanism: 44273 reports lazy loading broken, and 45003 identifies an unsafe sys.modules access in modeling_utils." + "accept": false, + "reason": "Lazy loading/performance problem vs unsafe sys.modules access; not the same bug." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Different layers: Qwen3-VL bounding-box output behavior vs PretrainedConfig type-checking regression." + "reason": "Qwen3-VL bbox output issue vs PretrainedConfig type-checking regression; unrelated root causes." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Same model family, but different failures: bounding-box output errors vs infinite loop on a specific image." + "reason": "Both involve Qwen3-VL, but one is bbox output errors and the other is an infinite-loop case on a specific image." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star refactor/performance work is unrelated to the chunked_prefill cache-missing bug." + "reason": "Import-star cleanup/performance issue vs missing GenerationMixin cache in chunked prefill; not the same defect." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5-related, but one is the env CLI and the other is checkpoint reload compatibility; different bugs." + "reason": "Both are v5 regressions, but one is the env command and the other is checkpoint reload compatibility." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific missing pad_token_id on Llama4Config vs a broad v5 breakage complaint." + "reason": "Specific Llama4Config attribute bug vs a very broad \"many models break\" complaint; not the same issue." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLm pad_token_idx regression is a specific config bug, not the broad breakage claim." + "reason": "StableLm pad_token_idx regression is model-specific and distinct from the broad v5 breakage report." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern loading old checkpoints on v5, but the models and failure modes differ." + "reason": "Both concern upgrade incompatibility, but one is checkpoint reload after v5.2/v5.3 and the other is remote-code meta-init incompatibility." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is unrelated to the broad \"v5 breaks too many models\" complaint." + "reason": "A typo in cache strategies is not the same as a broad claim that many models break in v5." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "45278 is about import errors after upgrading; 45850 is a generic complaint about many models breaking, too broad to be the same bug." + "reason": "Many import errors after upgrading is broader, but still a different report from the generic \"too many models break\" complaint." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior settings and cache-strategy typo are unrelated." + "reason": "TF32 API guidance vs cache-strategy typo; different topics entirely." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star cleanup/performance work is not the same as a model-specific module import failure." + "reason": "Import-time slowdown from import * removal is different from a module import failure for Qwen3_5ForCausalLM." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "Different topics: FP8 inference support vs weight conversion script availability." + "reason": "FP8 inference support request vs weight-conversion tooling question; different changes." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "SAM3 tracker/model-type warning is unrelated to Liger Kernel application." + "reason": "Sam model type warning vs Liger Kernel not applied with model_init; unrelated bugs." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seed flakiness and scheduler kwargs are unrelated." + "reason": "Test flakiness from missing set_seed() vs scheduler kwargs being ignored; different failure modes." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both mention import/lazy loading, but one is a performance symptom and the other is a functional lazy-loading bug; not enough to treat as the same issue." + "reason": "Import slowdown/timing issue vs lazy loading not working properly; related area, but not the same concrete bug." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:43576", + "right": "issue:44908", "accept": false, - "reason": "Different model families and failure modes: Flash Attention support vs Qwen3-VL bbox output." + "reason": "Env command regression and inverse_sqrt scheduler kwargs issue are unrelated." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "CLI env command breakage is unrelated to scheduler kwargs handling." + "reason": "Nemotron Flash Attention 2 support gap vs Qwen3-VL bbox hallucination; no shared root cause." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL output behavior are unrelated." + "reason": "Python version compatibility problem vs Qwen3-VL output bug; unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs are different code paths and problems." + "reason": "AutoProcessor cached_file kwargs forwarding vs inverse_sqrt scheduler kwargs; different APIs and symptoms." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwarg handling vs PretrainedConfig type checking; no real overlap." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to the generic bug report." + "reason": "Tokenizer save_pretrained mismatch vs generic bug report; nothing concrete matches." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error is a specific runtime bug, not the generic bug report." + "reason": "position_ids buffer access error vs generic bug report; not a duplicate pair." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "Import-star cleanup/performance issue vs missing HybridCache import; different import-path bugs." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "Import-star cleanup/performance issue is not the same as the HybridCache missing export." + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad inefficiency; unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import/export performance work is unrelated to the testing_utils bug." + "reason": "Import-star removal discussion vs a bug in testing_utils; no shared defect." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python support mismatch is not the same as the broad v5 breakage complaint." + "reason": "Python support mismatch vs broad v5 breakage complaint; different problem classes." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3.5/Qwen3-VL failures and likely different code paths." + "reason": "Qwen3-VL hallucination/error vs Qwen3.5 Moe from_pretrained failure; same family but distinct issues." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version compatibility and a model import failure are unrelated." + "reason": "Python compatibility issue vs module import failure; unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init enforcement and tied-weight-key list handling are distinct issues." + "reason": "patchtsmixer post_init policy issue vs _tied_weight_keys AttributeError; different code paths." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() after removals is unrelated to inverse_sqrt scheduler kwargs." + "reason": "Docs still referencing pipeline() vs scheduler kwarg handling; docs cleanup is not the same as runtime scheduler bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Model.forward docs confusion vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Env command regression vs lazy loading not working; same broad v5 area, but not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init vs FlashAttention 3 degenerate training; different implementations and symptoms." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA/ReLU discussion vs Gemma-4 audio positional encoding bug; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays fairly conservative. The chosen anchor issue 45278 is a reasonable broad import-regression umbrella, and the two accepted soft pairs are defensible from the titles: the import-name regressions form a plausible subcluster, and the lazy-loading/sys.modules pair has a visible shared mechanism. The rejected pairs are generally cautious and do not overclaim duplicate status." - }, - "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 }, @@ -17713,10 +17801,11 @@ "nodes": [ "issue:28348", "issue:29870", + "issue:30333", "issue:31515", "issue:31795", - "issue:33453", "issue:34689", + "issue:36296", "issue:38617", "issue:41669", "issue:42371", @@ -17732,18 +17821,16 @@ "issue:43606", "issue:43618", "issue:43704", + "issue:43717", "issue:44230", "issue:44261", "issue:44263", "issue:44273", - "issue:44315", "issue:44351", - "issue:44360", "issue:44485", "issue:44492", "issue:44623", "issue:44655", - "issue:44829", "issue:44861", "issue:44908", "issue:44938", @@ -17756,15 +17843,12 @@ "issue:45850", "issue:46018", "issue:46095", + "issue:46144", "issue:46172", "issue:46218", "issue:46655" ], "soft_pairs": [ - "issue:31795|issue:33453", - "issue:43576|issue:44273", - "issue:44315|issue:44829", - "issue:44360|issue:45468", "issue:43519|issue:46655", "issue:44273|issue:44908", "issue:44655|issue:44861", @@ -17778,8 +17862,8 @@ "issue:43704|issue:44485", "issue:44485|issue:45468", "issue:43502|issue:43519", - "issue:42371|issue:43704", "issue:45850|issue:46218", + "issue:42371|issue:43704", "issue:43519|issue:44623", "issue:43606|issue:45468", "issue:44263|issue:45468", @@ -17801,289 +17885,310 @@ "issue:43572|issue:44861", "issue:44230|issue:44623", "issue:28348|issue:43352", - "issue:29870|issue:31515" + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "4cbf4cf8afb354acc9457c1242219aa615f4a152159c6d171bacc404ff61dae0", + "prepared_review_unit_hash": "39d7b8829c222439a3a96883c418ddf542a14a6475685a60251e594fcb5f2d89", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39172, - "estimated_input_tokens": 9793, - "estimated_eval_tokens": 19842 + "soft_pair_count": 43, + "serialized_chars": 39687, + "estimated_input_tokens": 9922, + "estimated_eval_tokens": 20100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a grab-bag of largely unrelated issues across tokenizer loading, model loading, flash-attention support, processor bugs, and assorted regressions. I do not see any soft pair that clearly describes the same underlying bug or change, so no duplicates are accepted.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The cluster is mostly heterogeneous, with one clear duplicate pair around the tokenizer v5 regression. Most other soft pairs share broad subsystem vocabulary but do not describe the same concrete bug or change.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43066 is the more specific, actionable wording of the tokenizer v5 regression and best represents the duplicate pair with issue:42913.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43066 is the strongest representative issue overall because it states the concrete failure mode directly, rather than a broad behavioral complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to a tokenizer-loading regression." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "A broken `transformers env` command and lazy-loading failures are different code paths and symptoms." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "`model_init` not applying Liger Kernel is not the same as flash-attention-3 training degeneration." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to Gemma-4 audio positional encoding." - }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Both are processor bugs, but they target different models and different calculations." + "reason": "Both are processor-related calculation bugs, but they affect different models and different code paths (timestamp vs padding)." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and inverse-sqrt scheduler kwargs are unrelated subsystems." + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated failures." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save/load failures are unrelated to `_get_tied_weight_keys` crashing on a list." + "reason": "Saving Pipeline objects and _get_tied_weight_keys are separate save/load internals, not the same bug." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "A broken environment command is not the same as a missing Qwen3_5 import." + "reason": "One is the env CLI command, the other is an import failure for Qwen3.5; no shared underlying defect." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A placeholder bug report is too vague to match the specific Qwen3.5 MoE `from_pretrained` error." + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression are not the same issue." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp logic and GLM-5 RoPE implementation are distinct multimodal/model-architecture bugs." + "reason": "Different model families and different bugs: Qwen3VL timestamp math vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math is unrelated to scheduler keyword-argument handling." + "reason": "Processor timestamp calculation and scheduler kwargs handling are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup in models does not describe a VRAM leak in Qwen3ForCausalLM." + "reason": "Import-star cleanup/performance and a VRAM leak in Qwen3ForCausalLM are different changes." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "A forward-argument documentation issue is unrelated to a model-loading regression for Llama 3.2 Vision." + "reason": "Documentation confusion about forward inputs does not match a Llama 3.2 model-loading breakage." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating logic and a transpose/type-cast issue are different concrete bugs." + "reason": "DeepSeek-V4 shared-expert gating and a comb.to(dtype).transpose bug are distinct implementation problems." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage and GLM-5 RoPE math are unrelated." + "reason": "A VRAM leak in dataloader threads is unrelated to GLM-5 RoPE behavior." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model-specific changes." + "reason": "Different models and different numerical/positional encoding issues." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unexpected external API calls under `local_files_only=True` are unrelated to processor timestamp calculation." + "reason": "local_files_only network behavior is unrelated to Qwen3VL timestamp calculation." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:45850", + "right": "issue:46218", "accept": false, - "reason": "TF32 configuration guidance is unrelated to a multi-thread VRAM leak." + "reason": "A broad v5 compatibility complaint is not the same as a specific Qwen3.5 import failure." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "A broad claim that 5.0 breaks many models does not match a specific missing import for one model class." + "reason": "TF32 configuration guidance and a VRAM leak are unrelated." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation and `processor.save_pretrained` missing files are different processor-save/load bugs." + "reason": "Processor timestamp math and processor.save_pretrained file emission are different bugs." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch for bark-small is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "A `torch.split` return-value issue in one model is unrelated to audio positional encoding in another." + "reason": "torch.split return handling in GlmMoeDsaIndexer does not match Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "A precision issue from missing `rms_norm_eps` is unrelated to Gemma-4 audio positional encoding." + "reason": "Missing rms_norm_eps in MLA config is a different precision issue than Gemma-4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are not the same problem." + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are not the same change." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp math is unrelated to a VRAM leak across dataloader threads." + "reason": "Different subsystems and failure modes: processor timestamp math vs VRAM leak." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are different missing symbols." + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are different import regressions." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash-Attention-2 support for NemotronH and a Qwen3_5 import error are unrelated." + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is unrelated to Qwen3.5 import errors." }, { "left": "issue:42913", "right": "issue:43066", - "accept": false, - "reason": "Both mention tokenizer v5, but one is a broad behavior regression and the other a specific decoder-type issue; not clearly the same bug." + "accept": true, + "reason": "Both describe the same tokenizer v5 regression; 43066 is the more specific statement of the bug." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT-2 Flash Attention 2 support request is not the same as a generic Flash Attention 2 issue." + "reason": "Both mention Flash Attention 2.0, but one is GPT2-specific support and the other is a generic topic; not clearly the same concrete change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the unrelated placeholder issue title." + "reason": "Scheduler kwargs handling and an unrelated placeholder bug report do not match." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo is unrelated to the placeholder issue." + "reason": "A typo in cache strategies is not the same as the unrelated placeholder issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment regression is unrelated to the placeholder issue." + "reason": "CLIPOutput attentions assignment is unrelated to the placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "The placeholder issue is too vague to match a broad complaint about 5.0 breaking models." + "reason": "A placeholder issue is not the same as a broad v5 regression complaint." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the placeholder issue." + "reason": "Python 3.14 load failure and the placeholder issue are unrelated." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "A tied-weights helper crash is unrelated to chat-template crashes with tool calls." + "reason": "Tied-weight key handling and chat template crashes are separate code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading is unrelated to a missing import symbol in configuration utils." + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing `pad_token_id` in Llama4Config is unrelated to `_get_tied_weight_keys`." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key attribute handling." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to `_get_tied_weight_keys`." + "reason": "Missing pad_token_idx in StableLmConfig is a different config issue than tied-weight key handling." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to processor save-pretrained file loss." + "reason": "FP8 model support and processor.save_pretrained file output are unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different models and different issues." + "reason": "Both mention Flash Attention 2.0, but they target different models and different support requests." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "Bart generate-time `decoder_attention_mask` bug is unrelated to slow `from_pretrained` loading." + "reason": "BART decoder_attention_mask generate crash and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to from_pretrained load latency." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow loading and tensor parallel training bugs are different issues." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Load performance and documentation confusion are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained errors are different requests." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching and Qwen3-VL/Qwen3.5 FP8 support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated implementation issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly centers the tokenizer v5 duplicate pair and avoids claiming stronger relationships for the other soft pairs. The soft-edge verdicts are conservative overall, with no obvious overstatement of evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18100,30 +18205,16 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-484", "nodes": [ - "issue:30333", - "issue:31515", - "issue:31795", - "issue:36296", "issue:37934", "issue:42936", "issue:43240", - "issue:43298", "issue:43668", - "issue:43717", "issue:43813", "issue:44031", - "issue:44230", - "issue:45310", "issue:46018", "issue:46144" ], "soft_pairs": [ - "issue:30333|issue:31515", - "issue:31515|issue:36296", - "issue:31515|issue:31795", - "issue:44230|issue:45310", - "issue:43298|issue:44230", - "issue:43717|issue:46144", "issue:42936|issue:46018", "issue:43668|issue:44031", "issue:42936|issue:43240", @@ -18136,136 +18227,100 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "9e6e084847588d2b0952ca683704525a2e6d1891fbc53e38de5ea9c4c4ea201b", + "prepared_review_unit_hash": "ffb51e8be7b4b67329940bc1647e4b8eae0eb44ce3d2a60e1236e34992b11ce5", "component_budget": { "node_count": 484, "item_count": 484, "soft_pair_count": 1779, - "serialized_chars": 922756, - "estimated_input_tokens": 230689, - "estimated_eval_tokens": 461634 + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 }, "budget": { - "node_count": 16, - "item_count": 16, - "soft_pair_count": 17, - "serialized_chars": 14005, - "estimated_input_tokens": 3502, - "estimated_eval_tokens": 7260 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7772, + "estimated_input_tokens": 1943, + "estimated_eval_tokens": 4142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a loose collection of unrelated issues across training, model config, tokenizer warnings, and architecture-specific bugs. None of the suggested soft pairs appear to describe the same underlying defect closely enough to merge.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #43240 is the most representative/general bug in the set: it describes a concrete runtime problem, has inbound references, and is framed in a way that could map to a shared code path affecting multiple callers.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue #43240 is the strongest standalone issue for triage because it is specific, actionable, and already referenced by other reports; the rest are narrower, more isolated model/config/documentation complaints.", - "best_pr_reason": null, + "summary": "The cluster is heterogeneous: the issues describe different bugs/features across unrelated models and components (normalization, Mask2Former loss handling, config typing, tokenizer warnings, DeepSeek routing, RoFormer attention interface, etc.). The text similarity is superficial and does not indicate shared underlying defects.", + "confidence": 0.96, + "canonical_issue_reason": "No safe canonical issue: the items span distinct code paths and model families, so there is no clear duplicate center.", + "canonical_pr_reason": "No PRs in the cluster.", + "best_issue_reason": "No single issue is a strong global representative; the cluster does not form one coherent bug family.", + "best_pr_reason": "No PRs in the cluster.", "soft_edge_verdicts": [ - { - "left": "issue:30333", - "right": "issue:31515", - "accept": false, - "reason": "Training-job/MLflow reporting failure and slow from_pretrained checkpoint loading are unrelated problems in different code paths." - }, - { - "left": "issue:31515", - "right": "issue:36296", - "accept": false, - "reason": "Checkpoint load slowness and tensor-parallel training bugs do not describe the same failure mode or component." - }, - { - "left": "issue:31515", - "right": "issue:31795", - "accept": false, - "reason": "A slow checkpoint load issue is unrelated to documentation confusion about input_ids and past_key_values." - }, - { - "left": "issue:44230", - "right": "issue:45310", - "accept": false, - "reason": "Both mention Qwen3.5 MoE/fp8, but one is about fp8 inference support and the other is a from_pretrained error on newer transformers; not enough evidence of the same bug." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Continuous batching support for audio models is a different feature gap than fp8 Qwen3-VL/Qwen3.5 MoE inference support." - }, - { - "left": "issue:43717", - "right": "issue:46144", - "accept": false, - "reason": "Mamba/Mamba-2 init_weights behavior and RoFormer attention interface usage are separate architecture-specific implementation issues." - }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model bugs." + "reason": "Different bugs in different models: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "An incorrect type hint in ModernBERTConfig is unrelated to tokenizer regex warning behavior after a version change." + "reason": "One is a config type-hint issue; the other is a tokenizer regex warning regression. No shared code path." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling and loss-calc kwargs forwarding are different bugs in different model/loss paths." + "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being forwarded to a loss function." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs forwarding and RoFormer attention-interface usage are unrelated issues." + "reason": "Loss-function kwarg plumbing and RoFormer attention-interface usage are different problems." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to tokenizer regex warning reports." + "reason": "Mask2Former ignore_value bug and tokenizer warning regression are unrelated subsystems." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former loss-argument handling and RoFormer attention implementation are distinct defects." + "reason": "Mask2Former loss behavior and RoFormer attention implementation do not describe the same bug." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A Mask2Former runtime bug and a typo in a quantization attribute name are not the same underlying issue." + "reason": "Model loss/ignore_value handling is unrelated to a typo in a quantization attribute name." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Missing kwargs in loss calculation and an incorrect ModernBERT type hint do not share the same code path or symptom." + "reason": "Passing kwargs into loss calculation is unrelated to ModernBERTConfig norm_eps typing." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint correction and a quantization-attribute typo are separate documentation/code-quality issues." + "reason": "Config type annotation and quantization-attribute typo are distinct documentation/code issues." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A question about whether Llama4TextL2Norm should be RMS norm is unrelated to a ModernBERT config annotation bug." + "reason": "Possible normalization wording overlap only; one asks about Llama4TextL2Norm semantics, the other is a config type hint." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value runtime behavior and a ModernBERT config type hint are different issues with no shared bug." + "reason": "Mask2Former ignore_value usage and ModernBERTConfig type hint are unrelated." } ] }, @@ -18298,52 +18353,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "d4d15789e4639b24463019ff54b0b1d9bbd272f87a08875b98332ecab0308748", + "prepared_review_unit_hash": "122812cd3ecf49fce08fe0b93f6bbba0e12a994e77083104f9d49a61a28953fc", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster does not look like a duplicate set: it mixes three unrelated feature requests across token truncation, learning-rate scheduling, and Wav2Vec2 word time offsets.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue; the issues target different features and code paths, so none can represent the cluster as a duplicate source.", + "summary": "These three issues are not duplicates: they cover unrelated feature requests in different parts of the product (tokenizer truncation, learning-rate scheduling, and Wav2Vec2 word offsets). The soft similarities are only at a generic \"request for capability\" level.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #10519 is the most concrete and specific of the set, with a clear user-facing behavior change request and the most actionable title/body among the three.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global best for deduplication because the topics are unrelated; if forced to pick a representative, 10519 is the most concrete and self-contained.", + "best_issue_reason": "#10519 is the best representative issue only in the sense that it is the clearest standalone request; however, the cluster itself does not form a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different problems: truncation behavior vs. extracting word boundary timestamps from Wav2Vec2." + "reason": "Different features and code paths: tokenizer truncation behavior vs. Wav2Vec2 word boundary time offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated feature requests: tokenizer truncation direction vs. ReduceLROnPlateau-like scheduler functionality." + "reason": "Unrelated requests: truncation strategy in tokenization vs. ReduceLROnPlateau-like scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Different domains and code paths: learning-rate scheduling behavior vs. Wav2Vec2 alignment/time-offset extraction." + "reason": "No shared underlying bug/change; one is about training schedule behavior, the other about speech model alignment metadata." } ] }, @@ -18375,46 +18430,46 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "25c94134978d5c98dbc590bf55f47e89d09a530b356ca81c517388c39bef084d", + "prepared_review_unit_hash": "2ffdc7934073480c46fe5585c89b54f77a2e9c18ea2d3dc273e72d8e4d6c1afe", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, - "estimated_input_tokens": 620, - "estimated_eval_tokens": 1496 + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not true duplicates. #16618 and #15980 both mention model-loading failures, but one is specifically about a bad auth/error message for private models while the other is a generic failure to load a public model. #13244 is about tokenization mismatch and is unrelated. All soft edges should be rejected.", - "confidence": 0.86, - "canonical_issue_reason": "#16618 is the broadest and most general of the three, describing the main user-facing symptom of model loading failure, so it is the best single issue to anchor the cluster even though the set does not look like a duplicate group.", + "summary": "The three issues are only loosely text-similar and do not describe the same bug. #16618 is a generic model-loading failure, #15980 is specifically about the error message for unauthorized private-model downloads, and #13244 concerns TAPAS tokenization mismatch vs TensorFlow.", + "confidence": 0.95, + "canonical_issue_reason": "#16618 is the broadest and most central user-facing failure in this set: it targets model loading itself, whereas the other two are unrelated edge cases in tokenization and auth/error messaging.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the strongest representative because its title is concise and captures the central loading-failure symptom without narrowing to a specific auth or tokenization cause.", + "best_issue_reason": "#16618 is the best representative issue because it describes the core symptom most likely to map to a real code-path problem in the loader, while the others are narrower and unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization mismatch in #13244 is a different problem from model loading failure in #16618; they do not appear to describe the same bug." + "reason": "Tokenization mismatch for TAPAS and inability to load bert-base-uncased are different subsystems and different bugs." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is specifically about a bad error message when accessing a private model without login, while #16618 is a generic inability to load 'bert-base-uncased'; the underlying causes differ." + "reason": "Private-model auth/download error messaging is not the same underlying issue as a general failure to load bert-base-uncased." } ] }, @@ -18444,7 +18499,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "6b41b35287389420c6cb412ca303b607009a2f65515383596e47914aa12dd7d9", + "prepared_review_unit_hash": "2f6e595ea72d61d7a6f557babd8558777582282c610e8ea1efae8be5a31b3030", "component_budget": { "node_count": 2, "item_count": 2, @@ -18466,18 +18521,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two open issues are both community feature requests, but they target different capabilities and different code paths: Flash Attention 2 architecture support vs GGUF support for more architectures. They are not duplicates and should not be merged.", + "summary": "These are not duplicates: one requests Flash Attention 2 support across more architectures, the other requests GGUF support across more architectures. The overlap is only the generic phrasing about architectures.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue: the two issues target different features/backends and do not describe the same underlying work.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a strong global representative for the pair because they are unrelated feature requests rather than duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests with different underlying implementation areas (Flash Attention 2 vs GGUF). They do not describe the same bug or change, so this is not a duplicate pair." + "reason": "Different integration targets: Flash Attention 2 vs GGUF. Shared wording about supporting more architectures is superficial." } ] }, @@ -18536,12 +18591,12 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "dc95b7ce6880577e122839b9a9fd76a651c7aa0dfeb7836d251e4e440cb57f80", + "prepared_review_unit_hash": "6bddc2b6df4b2776a3b5a3dc3172e23d059b3261fa0566a242c93ce8a81f2b95", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13525, + "serialized_chars": 13526, "estimated_input_tokens": 3382, "estimated_eval_tokens": 7020 }, @@ -18549,7 +18604,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13525, + "serialized_chars": 13526, "estimated_input_tokens": 3382, "estimated_eval_tokens": 7020 }, @@ -18558,162 +18613,162 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of distinct docs-translation requests by language, not one duplicate issue. There are two clear duplicate subgroups: the generic placeholder translation issues (43834/44365/44370) and the identical Thai-titled pair (46222/46226).", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43834 is the best representative of the generic placeholder subgroup: it is neutral, central to the near-identical template issues, and cleaner than the language-specific requests.", + "summary": "This cluster is mostly a mixed set of i18n translation-request issues in different languages, so most high-similarity pairs are not true duplicates. The only clear duplicate groups are the identical generic-template issues (43834/44365/44370) and the identical Thai-title pair (46222/46226).", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical for the full cluster because the items span different language requests. If consolidating the exact-title duplicate subgroup, issue:43834 is the best anchor because it is the earliest of the generic-template duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the most suitable issue to anchor triage because it represents the repeated placeholder-template translation request pattern without being language-specific.", + "best_issue_reason": "issue:43834 is the oldest and most representative of the exact-match generic i18n template subgroup, but it does not represent the whole mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation requests (Turkish vs generic placeholder); similar boilerplate is not enough to make them duplicates." + "reason": "Different language request (Turkish vs generic placeholder); shared i18n wording is just template overlap." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Distinct language-specific request; the body template similarity does not indicate the same underlying issue." + "reason": "Different language request; similarity is from the common translation template, not the same issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish translation request is separate from the generic placeholder issue." + "reason": "Turkish request vs generic template issue; not the same underlying request." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Turkish vs Romanian); these are separate docs-translation issues." + "reason": "Distinct translation targets (Turkish vs Romanian); same broad docs-i18n theme only." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are different underlying issues." + "reason": "Turkish and Spanish are separate translation requests, not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request is not the same as the generic placeholder translation issue." + "reason": "Spanish request vs generic template issue; similarity is superficial." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish vs generic placeholder; same subsystem, but not the same request." + "reason": "Spanish request and generic-template issue are different underlying requests." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian are distinct translation requests." + "reason": "Spanish vs Romanian translation requests are distinct." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish translation request does not match the generic placeholder issue." + "reason": "Spanish request vs generic template issue; not a true duplicate." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request and generic placeholder issue are related only by topic, not identity." + "reason": "Romanian request vs generic template issue; shared template language does not mean duplicate." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different language-specific translation requests." + "reason": "Romanian request vs generic template issue; different underlying language target." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request is separate from the generic placeholder issue." + "reason": "Romanian request and generic-template issue are not the same request." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different language/request; body similarity alone is insufficient." + "reason": "Different language requests; the high similarity is from the issue template, not a shared bug/change." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian and the Thai-titled issue are not clearly the same request." + "reason": "Romanian vs Thai translation request; not the same underlying issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder translation issue; titles/bodies are effectively the same template." + "reason": "Same generic placeholder title and near-identical issue text; looks like the same translation request duplicated." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Near-identical generic placeholder issue; this looks like an exact duplicate." + "reason": "Same generic placeholder title/content; these appear to be duplicate submissions of the same issue." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Despite very similar body text, the titles point to a different request; not enough evidence of the same issue." + "reason": "Titles differ completely; this looks like a different translation request, despite template similarity." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Same as above: too much title divergence to safely treat as duplicates." + "reason": "Different title and likely different language request; not the same issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "These appear to be the same generic placeholder issue with identical wording." + "reason": "Exact same generic placeholder title and very similar body, so this is a clear duplicate pair." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Strong text similarity, but the title suggests a different request rather than the same issue." + "reason": "Different titles and different request language; template overlap only." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Likely similar template content, but not clearly the same underlying issue." + "reason": "Not the same underlying translation request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue versus a different titled request; reject as duplicate." + "reason": "Different title/language target; the similarity is only from the shared i18n template." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Not clearly the same issue; only template similarity is visible." + "reason": "Different translation requests; not a true duplicate." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact duplicate pair: same title and effectively identical body." + "reason": "Identical Thai title and same-size content; this looks like a direct duplicate submission." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the identical-placeholder-title trio (43834/44365/44370) and the exact Thai-titled pair (46222/46226) are the only clearly duplicate subgroups, while the language-specific issues are conservatively treated as separate. The soft-edge verdicts are cautious and do not overclaim beyond the visible titles/body similarity signals." + "feedback": "The summary is grounded in the packet: the language-specific issues are clearly distinct by title, while the two duplicate subgroups are supported by identical titles and very high similarity/near-identical lengths. The soft-edge verdicts are conservative, and the canonical choice is limited appropriately to the exact generic-template subgroup rather than the whole mixed cluster." }, "evaluator_used": true, "retried": false, @@ -18795,274 +18850,274 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "ea18edf18cfb13d909be0db56589ca2d2866ceb376e963ba02f70daa76daee90", + "prepared_review_unit_hash": "3f9b100a06f06a21f6f19e83e3f4a07c287cebee42f8a8e2f866f183815d2efb", "component_budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24141, - "estimated_input_tokens": 6036, - "estimated_eval_tokens": 12328 + "serialized_chars": 24145, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 }, "budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 40, - "serialized_chars": 24141, - "estimated_input_tokens": 6036, - "estimated_eval_tokens": 12328 + "serialized_chars": 24145, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose topical cluster of model-addition requests, but the items target different models, modalities, and code paths; they are similar in theme, not true duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No true canonical duplicate here; these are separate model-request issues spanning different architectures and modalities.", + "summary": "This cluster is not a duplicate set; it mixes many unrelated model-request issues across different model families and modalities. All soft edges should be rejected.", + "confidence": 0.72, + "canonical_issue_reason": "No true canonical duplicate stands out. If one issue must anchor the cluster, 42738 is the broadest umbrella request ('BERT-like models with RoPE'), but the items are still separate model requests rather than duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative is needed, 43671 is the cleanest and most active request (Qwen3-TTS), but it does not subsume the others.", + "best_issue_reason": "42738 is the closest representative of the general model-support theme, but only as an umbrella issue; the rest are distinct requests and should not be merged as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are unrelated model requests." + "reason": "EuroBert config support vs DEIMv2: different model families and different requests." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "BERT config addition vs Qwen3-TTS support; different model families and tasks." + "reason": "EuroBert config support vs Qwen3-TTS: unrelated model families and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are distinct architectures with no shared bug/change." + "reason": "EuroBert vs RF-DETR are different model additions, not the same underlying change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate model additions, not one fix." + "reason": "RF-DETR and DEIMv2 are distinct vision-model requests." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Object detection (RF-DETR) vs audio model support (LFM2.5 Audio) are different requests." + "reason": "RF-DETR vs LFM2.5 Audio is a vision-model request versus an audio-model request." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and weight-sparse transformer support target different model types." + "reason": "RF-DETR and weight-sparse transformer are different code paths and model families." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated model support requests." + "reason": "RF-DETR vs Qwen3-ASR: different models and different modality support." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different models and code paths." + "reason": "RF-DETR vs Qwen3-TTS: different model families and different modality." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are separate additions, not the same bug." + "reason": "NeoBERT and Qwen3-ASR are unrelated requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and sparse-transformer support are unrelated changes." + "reason": "NeoBERT vs weight-sparse transformer: different model changes, not one fix." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio concern different architectures and modalities." + "reason": "NeoBERT and LFM2.5 Audio are different model families/modalities." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model requests." + "reason": "RF-DETR and NeoBERT are separate model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct BERT-like models, not one concrete change." + "reason": "NeoBERT vs ModernVBERT are different BERT-like models, not the same request." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." + "reason": "MiniCPM3 architecture support vs Qwen3-ASR support are unrelated changes." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer requests do not share the same implementation target." + "reason": "MiniCPM3 architecture support and sparse-transformer support are different requests." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are unrelated model additions." + "reason": "MiniCPM3 and ModernVBERT are distinct model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different model families." + "reason": "MiniCPM3 architecture work vs Voxtral TTS support are different model changes." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model requests with no common code-path problem." + "reason": "DEIMv2 and Qwen3-TTS are different model families and modalities." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are separate model support issues." + "reason": "ModernVBERT and Qwen3-ASR are unrelated model-support requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3-TTS support are unrelated." + "reason": "ModernVBERT vs Qwen3-TTS: different models and different modality support." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and generic BERT-like RoPE support are not the same model change." + "reason": "ModernVBERT is a specific model request; 42738 is a broad architectural feature request, so they are not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE variants and Voxtral TTS support are different requests." + "reason": "BERT-like RoPE support vs Voxtral TTS support are unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like models with RoPE and an unrelated closed issue are not duplicates." + "reason": "Generic model-architecture request vs an unrelated name-only issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by family name only; they are different modalities." + "reason": "Qwen3-TTS and Qwen3-ASR are related in area but are still separate support requests for different capabilities." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different models, so not mergeable as one PR-style fix." + "reason": "Qwen3-TTS and Voxtral TTS are different model families, so not duplicates." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + "reason": "TTS support and OCR2 support are different modalities and code paths." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and sparse-transformer support are different implementation targets." + "reason": "Qwen3-TTS support vs sparse transformer support are unrelated changes." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are distinct audio model requests." + "reason": "Qwen3-TTS support and LFM2.5 Audio are different audio-model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-model support requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE by Meta AI are unrelated model additions." + "reason": "ASR support vs EUPE are unrelated model additions." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and sparse-transformer support do not fix the same code path." + "reason": "Qwen3-ASR support and sparse-transformer support are different changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model families and tasks." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and tasks." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio 1.5B and Granite SWA+sink option are unrelated changes." + "reason": "Audio-model support vs Granite SWA+sink option are different code changes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse-transformer support and EUPE are separate model requests." + "reason": "Weight-sparse transformer and EUPE are separate model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 differ by model and modality." + "reason": "Qwen3-ASR and Voxtral TTS are different model families; similar domain, not the same fix." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS support are unrelated requests." + "reason": "NeoBERT vs Voxtral TTS are unrelated." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model additions." + "reason": "ASR support vs OCR support are different modalities and code paths." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are distinct vision-language model requests." + "reason": "EUPE and TIPSv2 are separate model requests with no shared underlying bug or change." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and a closed unrelated issue are not duplicates." + "reason": "ModernVBERT and the name-only issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and a closed unrelated issue are not the same change." + "reason": "Voxtral TTS support and the name-only issue are unrelated." } ] }, @@ -19092,7 +19147,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "f7f5bed8a64f1069589edb43cbd67854d041cb5a9d53c8fdb22ef52c3561c249", + "prepared_review_unit_hash": "bc3aaaab09893a71d032b933ea941b55330b1ba76e152f3ef31475c87e7c6ee1", "component_budget": { "node_count": 2, "item_count": 2, @@ -19114,18 +19169,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a documentation request to add Pruna as an optimization framework, and the other is a Vision RoPE refactor. They do not describe the same underlying bug or change.", + "summary": "These two issues are not duplicates: one is a docs request about adding Pruna as an optimization framework, and the other is a vision RoPE refactor. They target different areas and different kinds of work.", "confidence": 0.98, - "canonical_issue_reason": "issue #46443 is the more substantive, technical item in the cluster; #38740 is just a docs/addition request and not a duplicate of the refactor.", + "canonical_issue_reason": "No canonical issue for this pair; the issues describe unrelated topics and do not share a concrete bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "#46443 is the best representative issue because it targets an actual code change, while #38740 is unrelated documentation work.", + "best_issue_reason": "Neither issue is a good canonical representative for the other because they are about different domains and different requested work.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and scopes: a docs request for adding Pruna versus a Vision RoPE refactor. They are not the same underlying issue." + "reason": "Titles and descriptions point to unrelated work: documentation for an optimization framework vs a vision RoPE refactor. No shared code path or same underlying issue." } ] }, @@ -19155,7 +19210,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "fa9a61f2633b17a580ab7b0d183bc122c91e1e62d3209a187fa52fa90a668e61", + "prepared_review_unit_hash": "ee9dfe6a4aa28cf63bff9a3334ebe7b981cd2197f791ea88c9ba8f77dbf782f9", "component_budget": { "node_count": 2, "item_count": 2, @@ -19177,18 +19232,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair is not a duplicate cluster: one issue is about block decoding, the other about DeepSeek v3.2 support. They do not appear to describe the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical duplicate: these are unrelated requests (block decoding vs model support).", + "summary": "The two issues appear unrelated: one is about block decoding behavior, the other is a feature request for DeepSeek v3.2 support.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the titles describe different problems and there is no evidence they are duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good representative for the other because they target different problems; no single canonical issue is justified.", + "best_issue_reason": "If a representative issue must be chosen, #43037 is more concrete and actionable than the vague #41084 title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying topics: block decoding behavior versus DeepSeek v3.2 support." + "reason": "Different underlying topics: block decoding configuration vs model/version support; not the same bug or change." } ] }, @@ -19218,7 +19273,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "c970f9b8e554a7976a2c3524c6e2416bd29fc10a624d4cb41452d88646c8f814", + "prepared_review_unit_hash": "2be15634d418d78dbfc28ddaabcffca42a8a8da457b2584f49f4f6879ccf1d95", "component_budget": { "node_count": 2, "item_count": 2, @@ -19240,18 +19295,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are different feature requests in related but distinct areas: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss / FLCE, the other asks for TiledMLP integration to reduce memory footprint. They do not describe the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request centered on a specific API flag in `from_pretrained()`.", + "summary": "The two issues are related only at a broad level (Tiled/Liger model efficiency) but they request different features: one is about adding a `from_pretrained()` flag for FLCE, the other about integrating TiledMLP for lower memory use. They are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: these are distinct feature requests with different goals and implementation scopes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is better as a tracker because it is more actionable and specific than the broader TiledMLP integration request.", + "best_issue_reason": "Issue 41306 is the more concrete and self-contained request, so it is the better representative issue for this small cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Reject: different model components and different requested changes. 41306 is about enabling FLCE/TiledFusedLogitsLoss through `from_pretrained()`, while 41826 is about adding TiledMLP for memory savings. They do not look like the same underlying issue." + "reason": "Reject: they concern different enhancements in the same broad subsystem, not the same underlying bug or change." } ] }, @@ -19281,7 +19336,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "06e11776efbb81b22071ed6744a5d7e7bfe20621e0cbb5f1a9a3c0fd30e28197", + "prepared_review_unit_hash": "014c0512c4bc857d59894043898c6084cf121ac05e4bb6f7a742d73159bc368e", "component_budget": { "node_count": 2, "item_count": 2, @@ -19303,18 +19358,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to Trainer customization, but they describe different problems: `remove_unused_column` customizability versus FLOPS estimation for custom trainers. They should not be deduplicated.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are only superficially related Trainer issues; they describe different bugs and should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: #43598 is about `remove_unused_column` customizability, while #43600 is about FLOPS estimation for custom trainers; they target different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:43598` is the more concrete, implementation-facing report, but it is not a duplicate of `issue:43600` because the underlying concerns differ.", + "best_issue_reason": "Neither issue is a clean cluster representative because the underlying problems differ; if forced, #43598 is the broader Trainer customization report, but it does not subsume #43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying bugs/features: one is about `remove_unused_column` behavior in `Trainer`, the other about counting FLOPS for custom trainers." + "reason": "Same subsystem, but different underlying problems: one concerns column filtering customizability, the other FLOPS counting for custom trainers." } ] }, @@ -19344,7 +19399,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "64f9680d2c592771e3322419ec7d46a432ff4be0d3a59d7c3e12f530149ea7c6", + "prepared_review_unit_hash": "79637e79c982f841187360382a4a6367491be9d61a05acdffd0e6c1bd2176d71", "component_budget": { "node_count": 2, "item_count": 2, @@ -19366,18 +19421,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very broad \"model registration / AutoModel support\" level, but they target different model families and different auto classes, so they are not duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No canonical issue: #43684 is about registering Qwen3-Omni for AutoModel/AutoModelForConditionalGeneration, while #44405 requests AutoModelForSequenceClassification support for Qwen3.5; they describe different feature gaps.", + "summary": "These are not duplicates: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They target different model families and different auto-class paths.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43684 is the broader, more central request because it concerns adding model registration to core auto-model classes, making it the better representative of the cluster even though it is not a duplicate of #44405.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the better representative issue because it is broader and closer to a foundational registration change, but it is still not a duplicate of #44405.", + "best_issue_reason": "Issue #43684 is the best issue to keep as the cluster representative because it describes the broader framework-level registration gap rather than a task-specific classifier mapping.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families (Qwen3-Omni vs Qwen3.5) and different auto-class targets (generation vs sequence classification); they do not appear to be the same underlying bug or change." + "reason": "Different underlying changes: Qwen3-Omni auto-model registration versus Qwen3.5 sequence-classification support. They involve different configs, different auto classes, and different code paths, so they should not be merged as duplicates." } ] }, @@ -19414,80 +19469,77 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "07b58fed6dccfe0e992c72f5fa95b4d88de8c2fe8d63bde490f0b690ba13d380", + "prepared_review_unit_hash": "b1424a237b7372630aa32d40284fd5e7740d101ecf16e635e53d1f4aa856951d", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Issues 43845, 43846, and 43859 form a likely duplicate cluster around the repeated title \"huggingface\"; 43835 (\u0000Fett\") looks separate. The evidence is limited to sparse bodies and similarity signals, so this should be treated as a likely duplicate group rather than a proven identical set.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43845 is the best canonical issue because it is the earliest of the repeated \"huggingface\" reports and sits in the densest similarity cluster, though the evidence is only soft and sparse.", + "summary": "This cluster is mostly low-information issue spam: three issues share the same generic title \"huggingface \" and one unrelated issue is titled \"Fett\". There is not enough content to confirm a real underlying bug, so only a thin duplicate representative can be chosen.", + "confidence": 0.53, + "canonical_issue_reason": "issue:43845 is the earliest of the three identical \"huggingface \" issues and is the best available representative for that repeated low-signal thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best overall issue representative for the cluster for the same reasons: earliest repeated \"huggingface\" report and central in the similarity group.", + "best_issue_reason": "issue:43845 is the most suitable cluster representative because it is earliest among the near-identical issues and has the same sparse metadata as the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title and no shared concrete problem details; this does not look like the same underlying issue." + "reason": "Titles do not match and there is no body-level evidence of the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no concrete overlap beyond weak similarity." + "reason": "Titles do not match and the available metadata is too sparse to prove a shared bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and no evidence of a shared bug or request." + "reason": "Different title and no concrete issue details tie these together." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same sparse title/body pattern with the strongest similarity in the set; likely the same underlying report." + "accept": false, + "reason": "The titles are identical, but there is no actual problem description to confirm they report the same bug rather than duplicate noise." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same repeated title and moderate similarity; likely the same underlying sparse report, though evidence is limited." + "accept": false, + "reason": "Same generic title, but the record is too underspecified to safely merge as the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same repeated title and moderate similarity; likely the same underlying sparse report, though evidence is limited." + "accept": false, + "reason": "Same generic title, but insufficient content exists to verify a shared bug or change." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster-level read is mostly grounded, but several claims are a bit too strong for the packet. We only have same/near-same titles, short body lengths, and soft-similarity scores; that supports a likely duplicate cluster, not \u2018near-identical placeholders\u2019 or a uniquely \u2018strongest\u2019 canonical issue. In particular, the 43845/43859 and 43846/43859 pairs are only soft-similarity matches, so marking them as definite duplicates is a bit overconfident. A more conservative summary would use \u2018likely related/duplicate\u2019 language and avoid implying extra evidence that isn\u2019t present." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -19521,7 +19573,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "3e563b6c0c948d26079037190f822ede60178ec6c99ce9c3f8f0c922eea6c274", + "prepared_review_unit_hash": "4603826e4036a51b124b785e3028838e1f98010da769d1c9d05f37d44d36f7d3", "component_budget": { "node_count": 5, "item_count": 5, @@ -19543,66 +19595,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like unrelated low-quality/spam issues rather than true duplicates. None of the pairs have enough concrete overlap to merge, so all soft edges are rejected.", - "confidence": 0.77, - "canonical_issue_reason": null, + "summary": "All five issues are extremely low-signal and appear spammy or generic, with no evidence they describe the same underlying problem. None of the soft duplicate links should be accepted.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44418 is the most neutral and descriptively titled of the set, but the cluster lacks enough substance to support a strong canonical issue choice.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the most plausible representative only because it is the least spam-like and has a generic topical title; however, it still lacks any concrete bug details and is not a strong canonical choice.", + "best_issue_reason": "44418 is the least obviously spam-oriented and the only one with a somewhat meaningful label, so it is the best weak representative among otherwise non-informative issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are placeholder spam titles with no body or concrete problem statement; no evidence they describe the same underlying issue." + "reason": "Both are just '' with no body evidence; identical low-quality titles are not enough to treat them as the same issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are placeholder spam titles with no actionable details, so there is no basis to treat them as duplicates." + "reason": "Same spam placeholder title and no content; no concrete bug or topic can be established." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation suggestion; they do not point to the same specific bug or change." + "reason": "One is spam-like and the other is a vague documentation suggestion; too little overlap to indicate the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a marketing-style title are unrelated; no shared defect or request is identifiable." + "reason": "'Check out \"Google LLC\"' does not match the spam placeholder issue in a way that suggests a shared bug or request." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion versus spam placeholder; no concrete common issue is present." + "reason": "A generic documentation request and a spam placeholder are not enough to infer duplicate intent." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion versus spam placeholder; insufficient evidence of the same underlying problem." + "reason": "The titles are both generic, but they do not point to the same concrete problem or change." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no substantive description to show they refer to the same issue." + "reason": "Identical spam placeholders, but no actual issue description or target exists to confirm duplicate status." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and unrelated named-title issue; no shared bug, target, or change path." + "reason": "No shared subject matter beyond being low-signal issue titles; not a reliable duplicate match." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No concrete overlap between a spam placeholder and an unrelated titled issue." + "reason": "The titles are unrelated in content and lack any concrete bug/topic alignment." } ] }, @@ -19632,7 +19684,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "62cfa5d51cdcdeb29548d9821a8da301e84da48f214c815c5f4ef73b9241ce84", + "prepared_review_unit_hash": "34a11714027441596cacd48c63b7bf8002ff7efe2b83fc43eafc6cd699f5ee54", "component_budget": { "node_count": 2, "item_count": 2, @@ -19654,28 +19706,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues share the same title and show soft similarity, but the packet does not include body text or stronger linking evidence, so this is best treated as a possible duplicate rather than a confirmed one. No PRs are present.", - "confidence": 0.79, - "canonical_issue_reason": "#45145 is the better canonical issue because it is slightly earlier and has an inbound reference, while #45151 adds no distinguishing linkage detail.", + "summary": "These two closed issues are highly similar and likely duplicates: they share the exact title, have very similar body sizes, and there are no distinguishing targets or filenames. The evidence is strong enough to treat them as the same reported topic, but the packet does not expose body text, so the duplicate judgment should stay conservative. #45145 is the better canonical representative because it was opened earlier and has an inbound reference.", + "confidence": 0.94, + "canonical_issue_reason": "#45145 is the better canonical issue because it is earlier and has an inbound reference, while the available signals strongly suggest #45151 is a near-duplicate or highly similar report.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue representative for the same reasons: it is earlier, has an inbound reference, and the two issues otherwise look interchangeable from the available metadata.", + "best_issue_reason": "#45145 is the best issue representative for the cluster because it is the earlier, slightly more established copy of the same likely-duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "Same title and soft similarity suggest a possible duplicate, but the packet lacks body text and the soft pair is explicitly non-deterministic, so accepting it as a definite duplicate would be too strong." + "accept": true, + "reason": "Same title, similar body length, and no distinguishing metadata strongly indicate the same underlying issue, though the evidence is not strong enough to claim identical body content." } ] }, "evaluator_result": { "accept": false, - "feedback": "The duplicate conclusion is too strong for the packet. We can say the issues share the same title and have soft similarity, but the packet does not include body text, so claims like \u201chighly similar body text\u201d or \u201cclear duplicate\u201d overstate the evidence. The soft pair is also explicitly non-deterministic in the packet, so the accepted soft-edge verdict is not conservative enough. The issue-selection reasoning is mostly grounded, and \u201cNo PRs are present\u201d is fine, but the overall summary and edge verdict should be toned down to a cautious possible-duplicate assessment." + "feedback": "The duplicate call is a bit too strong for the evidence shown. The packet supports a strong similarity case (same title, similar body lengths, no distinguishing metadata, and soft_similarity), but it does not expose issue body content, so saying they are the \u201csame issue content\u201d or fully duplicate is slightly overstated. A more conservative verdict would be that they are likely duplicates or highly similar." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -19752,7 +19804,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "bd6328f8b15cf9423a08a1e50e5f28c73eb09e23eaced9d976c03cb782de85db", + "prepared_review_unit_hash": "d32306b150aad393600d5cdb76f0286cd1a0655fd6c6fcf2dad8a725690d12db", "component_budget": { "node_count": 2, "item_count": 2, @@ -19774,18 +19826,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both about 4-bit inference, but they describe different failure modes and root causes: one is a Gemma4 audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig skip-module regression that removes the default lm_head exclusion and triggers an AssertionError. I would not cluster them as duplicates.", - "confidence": 0.93, + "summary": "These are related only at a broad level (4-bit/BitsAndBytes inference), but they describe different failure modes and likely different fixes: one is a uint8/NF4 audio-module torch.finfo() TypeError, the other is a BitsAndBytesConfig regression that drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.91, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45674 is the better representative issue because it states a clearer, more general configuration regression with an explicit failure mechanism and likely code-path to fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both are 4-bit inference bugs, but the concrete code paths differ: Gemma4 audio module dtype handling vs BitsAndBytesConfig skip-module exclusion logic. They are not the same underlying bug and would not be fixed by one issue." + "reason": "Do not merge: both are 4-bit inference problems, but one concerns torch.finfo() on uint8 weights in audio modules while the other concerns llm_int8_skip_modules clearing the default lm_head exclusion. Different root causes and fixes." } ] }, @@ -19815,7 +19867,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "53747cb500aff56ca8cf1715ee1fee79973020899b38f6aa7099bcb6d02c515b", + "prepared_review_unit_hash": "d57bcfcfd84e4aae899ebbc7716cf785f68a3ca4b817c175aa2e5b39306f263c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19837,18 +19889,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are not duplicates: they have different titles, different apparent subjects, and no shared body or references. The soft similarity is just superficial name/date overlap.", + "summary": "The two closed issues are unrelated personal-name/date entries with no body, links, or technical context. They do not appear to describe the same underlying problem, so this is not a duplicate cluster.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative: both are sparse, unrelated, and lack any shared bug report or actionable technical context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different people/names and dates in the titles, with no shared content or explicit linkage; they do not look like the same underlying issue." + "reason": "Different names and dates with no shared subject, code path, or problem description; they do not look like the same underlying issue." } ] }, @@ -19878,29 +19930,29 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "54cfd8db703f3ebe0d480da953e46a264de549f1c3487561409dfcdc12f86cd3", + "prepared_review_unit_hash": "67ce8b9a2b36e0550091ea526c0b33ad7194bcc702b07c4504e834b695d76d33", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "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 are unrelated personal-name/date entries with no body, links, or shared technical context. The soft similarity signal is not enough to treat them as duplicates.", + "summary": "These two closed issues are not duplicates; they appear to be unrelated entries that only share a surname and similarly formatted dates in the titles.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -19911,7 +19963,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different named entities and dates; no evidence of the same underlying bug or request, so this is not a duplicate pair." + "reason": "Titles reference different people and different dates; there is no shared bug report, code path, or explicit linkage. The similarity is superficial only." } ] }, @@ -19941,7 +19993,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "3d0bfcb1dc43b36f6864a2ae4c35546e95f239da5bda1c3bb8d6e614f2f5f528", + "prepared_review_unit_hash": "05e19b770374146b09d8e291a887d63d67d2165c656c61bb3881b0aebb373382", "component_budget": { "node_count": 2, "item_count": 2, @@ -19963,18 +20015,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one requests a Qwen3.5 token-classification head for value-model use, while the other asks for FP8 training support. They should not be clustered as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No true canonical duplicate exists here; if a representative issue must be chosen, #45810 is the more concrete and narrowly scoped request.", + "summary": "The two issues are unrelated: one requests a new Qwen token-classification head, the other requests FP8 training support. No duplicate/merge relationship is present.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests concern different areas (model head support vs. FP8 training).", "canonical_pr_reason": null, - "best_issue_reason": "#45810 is the better representative issue because it targets a specific missing model class and is more actionable than the broad FP8 training request.", + "best_issue_reason": "Neither issue is a better canonical representative because they do not describe the same underlying bug or feature.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: model-head availability for token classification vs training-time FP8 support. They do not describe the same bug or change." + "reason": "Different feature areas with no shared code-path problem; one is about adding Qwen3_5ForTokenClassification, the other about FP8 training support." } ] }, @@ -20014,12 +20066,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "b9588315815604eae8218e0d4ea61c64e8b7cc87eee3758b48edfc3d3a724214", + "prepared_review_unit_hash": "091e1c7463a06dfbcdb5799fc506509a14d8c47729a861a6c4ea90faf7913fe8", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20027,7 +20079,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5725, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20036,69 +20088,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster contains two likely duplicate issue pairs: 45870/45871 and 45872/45873, each supported by identical titles and matching body lengths. Issue 45869 is only loosely related by the broader financial/DataForge theme and does not look like the same request as the others.", + "summary": "The cluster splits into two exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset listing and does not look like the same underlying request as the others.", "confidence": 0.93, - "canonical_issue_reason": "45870 is a reasonable canonical representative for the first duplicate pair because it is the earlier of the two identical issues and clearly stands on its own; 45871 is a later duplicate. 45872/45873 form a separate duplicate pair, and 45869 is only thematically related.", + "canonical_issue_reason": "45870 is the earliest clear duplicate representative in the main pair, with an identical title and body length to 45871.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best overall issue representative in this cluster because it is part of a clean exact-title duplicate pair and is the earliest concrete example issue here.", + "best_issue_reason": "45870 is the safest cluster representative: it is an exact duplicate of 45871 and predates it, while the 45872/45873 pair appears to be a separate duplicate topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related finance/DataForge theme, but the titles point to different topics: a dataset bundle vs. an example prediction issue." + "reason": "Different topic: a dataset bundle listing versus a DataForge example issue; not the same underlying request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same broad topic as 45869 vs 45870, but not the same underlying issue." + "reason": "Different topic: dataset bundle listing versus DataForge example issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Identical title and matching body length make these highly likely duplicate issue reports." + "reason": "Same title and same body length, created minutes apart; they look like duplicate submissions of the same issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Different concrete request: an example prediction issue versus a financial time series + scraping service issue." + "reason": "Both are financial/DataForge themed, but the titles describe different requests (example prediction vs scraping service)." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different concrete request: an example prediction issue versus a financial time series + scraping service issue." + "reason": "Different concrete request: example prediction issue versus scraping-service issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Only broad DataForge/finance overlap; the titles describe different issue types and requests." + "reason": "Different concrete request with no evidence they describe the same issue." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Only broad DataForge/finance overlap; the titles describe different issue types and requests." + "reason": "Different concrete request with no evidence they describe the same issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical title and matching body length make these highly likely duplicate issue reports." + "reason": "Same title and same body length, created close together; they appear to be duplicate submissions of the same issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The grouping is mostly grounded, but the analyst overstates evidence in a few places. In particular, the packet only shows identical titles/body lengths, not the underlying issue text, so phrases like \u201csame example request\u201d and \u201cexact duplicate\u201d are a bit too strong. The safer conclusion is that 45870/45871 and 45872/45873 are highly likely duplicates based on identical titles, while 45869 is only loosely related by topic." + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 share the same title, body length, and close timestamps, as do 45872/45873, while 45869 is clearly a different dataset-bundle topic. The soft-edge verdicts are conservative and do not overstate weaker pairs. No PR-mergeability issue applies here." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20122,12 +20174,12 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "a6ac648759699968ebc81475e3900c2170ed173c9b9f9742b9fa20503751bc48", + "prepared_review_unit_hash": "f26398c5150b4a8fb828667c6ddecfda684ae219c59ee1844fc9d9fa39dd12d3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1635, + "serialized_chars": 1636, "estimated_input_tokens": 409, "estimated_eval_tokens": 1074 }, @@ -20135,7 +20187,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1635, + "serialized_chars": 1636, "estimated_input_tokens": 409, "estimated_eval_tokens": 1074 }, @@ -20144,18 +20196,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related static-cache failures in attention code, but they describe different concrete breakages: one is linear-attention shape corruption leading to a RuntimeError, the other is a Qwen3.5-specific KeyError for `linear_attention`. I would not merge them as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 46439 is the better canonical issue: it names the underlying static-cache/linear-attention shape corruption clearly and in a model-agnostic way.", + "summary": "Both issues concern static-cache failures around linear-attention/Qwen3.5, but they describe different concrete failure modes: one is a shape-corruption RuntimeError during early initialization, the other is a KeyError for `linear_attention` in Qwen3.5. Similar subsystem, but not clearly the same bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader underlying static-cache/linear-attention corruption with a concrete runtime failure and likely encompasses more variants than the Qwen3.5-specific KeyError report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest representative of the cluster because it states the core code-path failure and is broader than the Qwen3.5-specific crash report.", + "best_issue_reason": "46439 is the strongest representative of the cluster: it is more general, more diagnostic, and names the likely root area (`early_initialization` + linear-attention shape corruption) rather than a single model-specific crash.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Both mention `cache_implementation=\"static\"` and attention internals, but one is a shape-corruption RuntimeError in linear-attention layers while the other is a `KeyError: 'linear_attention'` in Qwen3.5; these look like different bugs or symptoms, not the same underlying issue." + "reason": "Related but not the same concrete bug: one reports wrong-shape corruption leading to RuntimeError, the other a KeyError for `linear_attention` on Qwen3.5." } ] }, @@ -20185,7 +20237,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "d0a2596550cda1969f0005323cc3cd65c6c18115a7f71459672c9daae0101575", + "prepared_review_unit_hash": "e0458dbb1ba652d0c3e2b0fc5c66fe75e7aed0f90bb4ac2741393d3a74ebfefb", "component_budget": { "node_count": 2, "item_count": 2, @@ -20207,24 +20259,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issue reports are exact duplicates: identical title/body, same underlying Wav2Vec2CTCTokenizer v5 special-token leak, with one already closed and the other open with inbound references.", + "summary": "The two issues are near-perfect duplicates with identical titles and matching bodies describing the same Wav2Vec2CTCTokenizer v5 regression. The open issue is the better canonical target; there are no PRs in this cluster.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is the best canonical issue because it is the currently open tracker and already has inbound references, while #46551 appears to be the duplicate closed copy.", + "canonical_issue_reason": "Issue 46552 is the open report with the same text and has inbound references, making it the better live tracking issue.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the strongest issue to keep as the primary record since it is open, identical to #46551, and has existing references that likely point to it.", + "best_issue_reason": "Issue 46552 is the best issue to keep because it is open, current, and already referenced by others; 46551 appears to be the duplicate/closed copy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Exact duplicate reports of the same tokenizer bug: identical titles and bodies, same symptom, no distinguishing details." + "reason": "Identical title and matching description indicate the same underlying bug; this is a clear duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst summary is grounded in the packet: both issues have identical titles and body lengths, and the open issue #46552 has the stated inbound references while #46551 is closed. The duplicate verdict is appropriately conservative for an exact-match pair." + "feedback": "The summary is grounded in the packet: both issues have identical titles and bodies, issue 46552 is open with inbound references, and 46551 is closed. The duplicate verdict is conservative given the exact-match similarity evidence, and there are no PRs to evaluate." }, "evaluator_used": true, "retried": false, @@ -20251,7 +20303,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "18663588abf894075bcc533615557ecd0c5491f54b31efd65d433b895c05f90f", + "prepared_review_unit_hash": "428b7cbcd76b48dff0757f56d0ba45d19eb0ad3af2c7349bfc5c017ff65fa9a8", "component_budget": { "node_count": 2, "item_count": 2, @@ -20273,18 +20325,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are about different failure modes in training object detection/RT-DETR models: one reports a tensor size mismatch, the other an out-of-memory condition after several epochs. I would not merge them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue #46657 is the better anchor if a canonical issue must be chosen: it is a more generic training error report and has more discussion activity. That said, it does not appear to be the same underlying bug as #46692.", + "summary": "These two issues do not look like duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training. They point to different failure modes and likely different root causes.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46657 is the more specific, concrete bug report and reads like a distinct code-path failure; it is a better representative issue than the separate OOM report.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the strongest single issue candidate based on title breadth and higher discussion activity, but it should not be treated as a duplicate of #46692.", + "best_issue_reason": "Issue #46657 is the best issue candidate because it describes a precise, actionable error (tensor size mismatch) rather than a broad resource symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different symptoms and likely different root causes: tensor shape mismatch versus memory exhaustion during later epochs. Shared object-detection training context is too broad to treat as the same bug." + "reason": "Reject: one is a tensor-shape mismatch error and the other is an out-of-memory failure after epochs; these are different underlying problems, not the same bug." } ] }, @@ -20298,219 +20350,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 36, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-15", - "nodes": [ - "pull_request:39895", - "pull_request:41855", - "pull_request:42668", - "pull_request:43251", - "pull_request:43254", - "pull_request:43424", - "pull_request:43823", - "pull_request:43995", - "pull_request:44827", - "pull_request:45170", - "pull_request:45213", - "pull_request:45655", - "pull_request:46048", - "pull_request:46267", - "pull_request:46744" - ], - "soft_pairs": [ - "pull_request:39895|pull_request:43424", - "pull_request:41855|pull_request:43823", - "pull_request:41855|pull_request:43424", - "pull_request:42668|pull_request:43823", - "pull_request:43251|pull_request:43823", - "pull_request:43251|pull_request:44827", - "pull_request:43424|pull_request:44827", - "pull_request:43424|pull_request:43823", - "pull_request:43823|pull_request:45655", - "pull_request:43823|pull_request:43995", - "pull_request:43995|pull_request:45213", - "pull_request:43995|pull_request:44827", - "pull_request:44827|pull_request:45170", - "pull_request:44827|pull_request:46267", - "pull_request:44827|pull_request:46744", - "pull_request:44827|pull_request:46048", - "pull_request:44827|pull_request:45213", - "pull_request:43823|pull_request:45213", - "pull_request:44827|pull_request:45655", - "pull_request:43251|pull_request:43254" - ], - "prepared_review_unit_hash": "80002a0260f81da3fe0d97cb106f9a2ad75fc1f8b51cff2f2b962557ebf2bb7a", - "component_budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 20, - "serialized_chars": 40205, - "estimated_input_tokens": 10052, - "estimated_eval_tokens": 20360 - }, - "budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 20, - "serialized_chars": 40205, - "estimated_input_tokens": 10052, - "estimated_eval_tokens": 20360 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "This cluster is mostly a set of unrelated open PRs that only superficially overlap in being small changes or model/runtime updates. The only clear duplicate pair is the two `fixed_cross_entropy` patches (43251 and 43254), which both address the same loss-kwargs bug in the same file.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest canonical choice because it directly targets the `cross_entropy` kwargs bug, has the explicit issue link, and is the more complete/traceable fix; 43254 is just an alternate minimal patch for the same change.", - "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best representative of the cluster because it is the only strong duplicate anchor and the only PR here that clearly shares the same underlying bug with another PR.", - "soft_edge_verdicts": [ - { - "left": "pull_request:39895", - "right": "pull_request:43424", - "accept": false, - "reason": "Unrelated changes: VideoPrism model/doc scaffolding vs an Executorch dynamic-shapes export test. Same general area of testing/model infra, but not the same bug or change." - }, - { - "left": "pull_request:41855", - "right": "pull_request:43823", - "accept": false, - "reason": "Mistral tokenizer missing methods vs adding MobileLLM model files. Different models and different code paths." - }, - { - "left": "pull_request:41855", - "right": "pull_request:43424", - "accept": false, - "reason": "Tokenizer API addition vs Executorch export test. No shared underlying bug or mergeable single fix." - }, - { - "left": "pull_request:42668", - "right": "pull_request:43823", - "accept": false, - "reason": "Processor auto-loading robustness work vs new MobileLLM model implementation. Broadly adjacent to model loading, but not the same change." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43823", - "accept": false, - "reason": "Loss utility kwargs fix vs adding a new model. No common bug or code path." - }, - { - "left": "pull_request:43251", - "right": "pull_request:44827", - "accept": false, - "reason": "Both touch different concerns: cross-entropy kwargs handling vs Mistral4 test/model changes. Not the same fix." - }, - { - "left": "pull_request:43424", - "right": "pull_request:44827", - "accept": false, - "reason": "Executorch export testing vs Mistral4 test fixes. Both are tests, but they address different subsystems and failures." - }, - { - "left": "pull_request:43424", - "right": "pull_request:43823", - "accept": false, - "reason": "Export test addition vs new MobileLLM model. No shared underlying issue." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45655", - "accept": false, - "reason": "New MobileLLM model addition vs a class `config` resolution ordering fix. Different functionality and code paths." - }, - { - "left": "pull_request:43823", - "right": "pull_request:43995", - "accept": false, - "reason": "New model implementation vs Falcon output-interface refactor. Not the same bug or feature." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Falcon output-collection refactor vs a model-creation skill/docs/meta PR. Completely unrelated." - }, - { - "left": "pull_request:43995", - "right": "pull_request:44827", - "accept": false, - "reason": "Falcon interface refactor vs Mistral4 test/model work. Same broad modeling area, but different concrete change." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45170", - "accept": false, - "reason": "Mistral4 test/model changes vs a CLIP-family LayerNorm typo rename and conversion mapping update. Different bugs." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46267", - "accept": false, - "reason": "Mistral4 test fixes vs chat parsing/serve changes. No shared code path." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46744", - "accept": false, - "reason": "Mistral4 test fixes vs documentation update for MPS/safetensors loading. Not the same underlying change." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46048", - "accept": false, - "reason": "Mistral4 test fixes vs adding a TDT loss kernel integration. Different subsystems and purposes." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45213", - "accept": false, - "reason": "Model tests vs a meta skill/draft model-creation PR. No overlap in the underlying fix." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "New MobileLLM model addition vs a draft skill/meta PR. Not a duplicate or same code change." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45655", - "accept": false, - "reason": "Mistral4 test fixes vs class config-resolution ordering fix. Different issue and implementation." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Both patches fix the same `fixed_cross_entropy` kwargs support in `src/transformers/loss/loss_utils.py`, and the diffs are interchangeable variants of the same underlying bug." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The only accepted pair, 43251/43254, is supported by the shared file and shared issue target, and the rest are appropriately rejected as merely similar rather than the same bugfix. The canonical-pr pick is also reasonable given the explicit issue link on 43251." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 2, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20526,7 +20366,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "39d244d2e3957b904f88154b49b6a173f37f92252f0b9ac057bd8ffffafc5f49", + "prepared_review_unit_hash": "f0bd3cfc52ff8e98cba503c2a5035c1e276a9e395ee105d9a23865a0e408dc84", "component_budget": { "node_count": 2, "item_count": 2, @@ -20548,18 +20388,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related VibeVoice PRs, but they are not duplicates: one adds the base VibeVoice model, the other adds VibeVoice Realtime with tokenizer/generation work and broader integration.", - "confidence": 0.88, + "summary": "Both PRs are about VibeVoice, but they are not the same change: #40546 adds the core VibeVoice integration, while #42781 adds a separate VibeVoice Realtime path with acoustic-tokenizer and generation updates. They overlap in shared model files, but the feature scope and code paths differ.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42781 is the broader, later VibeVoice integration and includes the realtime/tokenizer pieces, so it is the better representative of this cluster.", + "canonical_pr_reason": "#40546 is the better canonical PR because it is the original, broader VibeVoice implementation and appears to establish the base model integration rather than a follow-on realtime variant.", "best_issue_reason": null, - "best_pr_reason": "PR 42781 is the strongest single PR to track because it covers the more complete VibeVoice feature set and supersedes the narrower base-model implementation.", + "best_pr_reason": "#40546 is the best representative of the cluster since it covers the main VibeVoice feature set and is more central than the realtime extension in #42781.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "40546 implements baseline VibeVoice support, while 42781 adds VibeVoice Realtime plus acoustic tokenizer and generation changes; they overlap in files but address different change scopes and are not the same concrete fix." + "reason": "Reject: #42781 is a separate VibeVoice Realtime feature, adding acoustic tokenizer and generation changes, not the same concrete bug fix/change as the initial VibeVoice implementation in #40546." } ] }, @@ -20572,8 +20412,8 @@ }, { "label": "pull_request", - "component_index": 3, - "component_count": 36, + "component_index": 2, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20589,7 +20429,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "0c41fcc0072b4795b7997305edf9e5828b754b2eab2e645b32e4b813ad6daa68", + "prepared_review_unit_hash": "a5e481d3be45c807e8a170239784ae402adfcfbe7bfd9b56b19dcceb6112ad74", "component_budget": { "node_count": 2, "item_count": 2, @@ -20611,18 +20451,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting versus DINOv3 image-classification support. They do not appear to fix the same underlying bug or implement the same change, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two PRs are unrelated feature additions in different model areas: TimesFM covariate forecasting vs. DINOv3 image-classification support. They should not be deduplicated.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target different models, different code paths, and different user-facing capabilities.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR for the cluster because the PRs are not duplicates and address unrelated features.", + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, 41224 is the narrower, more self-contained change, but the cluster is not a real duplicate set.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model areas and different functionality; there is no shared concrete bug/change to merge into one PR." + "reason": "Different models, different code paths, and different user-facing features; they do not fix the same underlying bug or implement the same change." } ] }, @@ -20635,8 +20475,8 @@ }, { "label": "pull_request", - "component_index": 4, - "component_count": 36, + "component_index": 3, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20689,17 +20529,221 @@ } ] }, - "evaluator_result": null, - "evaluator_used": false, + "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": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-14", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46744" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46744", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "ecd6cb3bdd45168b68202fe72005ecea55fae234f559d650b564acaa62c2a24a", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 36840, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 36840, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a false-positive mix of unrelated PRs that only share broad topical similarity. The only genuine duplicate pair is the two `fixed_cross_entropy` kwargs PRs, which fix the same code path in the same file with nearly identical behavior.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical representative because it explicitly targets issue #43240 and makes the concrete `nn.functional.cross_entropy` kwargs passthrough fix in `src/transformers/loss/loss_utils.py`.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest representative: it is directly tied to the tracked bug, has the same underlying fix as its twin, and its diff clearly addresses the missing supported kwargs in `fixed_cross_entropy`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different models and different problems: Mistral tokenizer missing methods vs adding MobileLLM model support." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API gaps are unrelated to Executorch dynamic-shape export tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both are processor/model-loading related only at a very high level; one is robustness fixes for pretrained processors, the other is a new MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs passthrough is unrelated to adding a new model architecture." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different concrete bugs: loss helper kwargs passthrough vs Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test coverage is unrelated to Mistral4 model/test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Different targets and code paths: export dynamic shapes vs model implementation addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "A new model implementation is not the same change as fixing `cls.config` resolution order in `modeling_utils.py`." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-collection refactor are distinct changes in different model families." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring is unrelated to the new-model skill/documentation PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output refactor and Mistral4 test fixes are different model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Shared ecosystem area, but different concrete issues: Mistral4 test fixes vs a layernorm typo rename across CLIP-like checkpoints." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test/model fixes are unrelated to chat parsing/serve docs and parser changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46744", + "accept": false, + "reason": "Model test fixes and Apple Silicon safetensors docs are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes are unrelated to adding the TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model/test changes are unrelated to the model-creation skill PR and its tooling/docs scaffolding." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A model addition is not the same underlying change as adding the new-model creation skill and associated docs/tools." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes do not overlap with the `cls.config` resolution-order bugfix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs change the same function in the same file to pass supported kwargs through `fixed_cross_entropy`; they fix the same underlying bug and could be merged into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly unrelated topical similarity and identifies only the 43251/43254 pair as a real duplicate/same-bugfix match. The conservative false verdicts are supported by the diffs, and the one true verdict is mergeable into a single PR for the same `fixed_cross_entropy` kwargs bug." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 5, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20715,7 +20759,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "c23cea271463cd5980c1f916e09a6c21fb90e02fc185d9d6d9e824151c5887fa", + "prepared_review_unit_hash": "ea07a03097fd63f442a2a8ce39edae65c280e9df34cf9cdedcd4c798adb44c6c", "component_budget": { "node_count": 2, "item_count": 2, @@ -20737,18 +20781,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate GitHub Actions maintenance PRs. They overlap in workflow files and both bump action versions, but they target different actions and different upgrade goals, so they should not be merged as duplicates.", - "confidence": 0.95, + "summary": "Two open PRs both modernize GitHub Actions in workflow files, but they target different action families and different motivations. PR 42975 is specifically about Node 24 compatibility for checkout/cache/upload-artifact; PR 42976 is a broader latest-version bump centered on docker/build-push-action and other workflow actions. They are related maintenance changes, not the same underlying fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better representative because it is the broader workflow-action compatibility upgrade, explicitly aimed at Node 24 support across several actions.", + "canonical_pr_reason": "PR 42976 is the broader representative workflow-maintenance upgrade: its title matches the general action-version bump theme and its diffs cover multiple workflow files with action updates. It is the better cluster anchor than the more specialized Node 24 compatibility PR.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest cluster representative: it covers more workflows and has a clearer, concrete purpose (Node 24 compatibility) than the more generic latest-version bump in 42976.", + "best_pr_reason": "PR 42976 is the best single representative because it captures the wider GitHub Actions upgrade effort across several workflows, whereas PR 42975 is narrower and focused on specific Node 24-compatible action versions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both PRs touch CI workflows, but they upgrade different actions for different reasons: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action and related actions. They are related maintenance changes, not the same underlying fix and not safely mergeable into one PR." + "reason": "Both are GitHub Actions upgrade PRs, but they update different action types and address different concrete needs. 42975 is about Node 24 compatibility for core setup actions; 42976 updates docker/build-push-action and related workflow actions. They could not plausibly be merged as one duplicate fix." } ] }, @@ -20762,7 +20806,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20794,106 +20838,106 @@ "pull_request:45490|pull_request:46705", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "8ea1a7938869187f175425cef0e5308919fa15cc106eb638dceab54099739074", + "prepared_review_unit_hash": "5ac934db2b89a0087741c1718e60466ef0a9b9bfcb8793badbc91a7a422314ed", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24618, - "estimated_input_tokens": 6155, - "estimated_eval_tokens": 12566 + "serialized_chars": 24611, + "estimated_input_tokens": 6153, + "estimated_eval_tokens": 12562 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 12, - "serialized_chars": 24618, - "estimated_input_tokens": 6155, - "estimated_eval_tokens": 12566 + "serialized_chars": 24611, + "estimated_input_tokens": 6153, + "estimated_eval_tokens": 12562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated model-integration PRs plus one adjacent Step 3.7 Flash development PR; none of the pairs look like true duplicates, and the only close pair still differs in scope and code paths.", - "confidence": 0.89, + "summary": "This cluster is mostly a set of unrelated model-addition PRs. The only close pair is the Step 3.7 Flash core model PR vs its WIP helper/mini-model PR, but I still treat that as adjacent work rather than a duplicate change set.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must anchor the cluster, #46562 is the cleanest user-facing model-addition PR and the closest thing to a coherent thread here; the other items are separate model adds or unrelated distributed-config work.", + "canonical_pr_reason": "PR 46562 is the best canonical PR: it is the main Step 3.7 Flash model integration with docs, tests, auto-mapping, and implementation, making it the most complete representative artifact.", "best_issue_reason": null, - "best_pr_reason": "#46562 is the best representative PR in this cluster because it is the most complete, user-facing Step 3.7 Flash integration, whereas #46658 is auxiliary WIP scaffolding and the other PRs are unrelated model additions.", + "best_pr_reason": "PR 46562 is the strongest representative of the only near-duplicate area in the cluster and is the clearest standalone model-addition PR among the candidates.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo); shared docs/auto-registration files are just broad integration boilerplate." + "reason": "Different models and change scopes: ViT NEPA vs Molmo. Shared docs/auto-registry updates are incidental, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo2) with no shared concrete bug or implementation path." + "reason": "Different model additions: ViT NEPA vs Molmo2. They touch the same framework plumbing but not the same code path or feature." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions (ViT NEPA vs CTSM); overlap is only generic docs/auto-mapping updates." + "reason": "Unrelated model families: vision model addition vs CTSM time-series model addition. No duplicate bug/change here." }, { "left": "pull_request:42978", "right": "pull_request:46705", "accept": false, - "reason": "A model-add PR and a distributed-config PR are unrelated changes." + "reason": "ViT NEPA model addition is unrelated to distributed config support; these are different features and code paths." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model integrations, not the same underlying change." + "reason": "Both are model-addition PRs, but Molmo and Molmo2 are distinct models with different implementations and files, so not duplicates." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; shared infrastructure files are not enough." + "reason": "Molmo vision-language model vs CTSM time-series model; same repo plumbing does not make them the same change." }, { "left": "pull_request:43448", "right": "pull_request:46705", "accept": false, - "reason": "Model integration vs distributed configuration; no common code-path problem." + "reason": "Molmo model addition and distributed config support are unrelated changes." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model additions with no evidence of the same fix or feature." + "reason": "Molmo2 and CTSM are different model integrations with different code paths and purposes." }, { "left": "pull_request:43451", "right": "pull_request:46705", "accept": false, - "reason": "Molmo2 model integration and distributed config are unrelated." + "reason": "Molmo2 model addition is not the same as adding distributed config support; only shared framework files are touched." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are completely different model additions; overlap is only generic registration/docs files." + "reason": "CTSM and Step 3.7 Flash are different model additions; the overlap in auto-registration is too broad to treat as a duplicate." }, { "left": "pull_request:45490", "right": "pull_request:46705", "accept": false, - "reason": "CTSM model integration is unrelated to adding distributed config." + "reason": "CTSM model integration and distributed config infrastructure are separate changes." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": false, - "reason": "Both mention Step 3.7 Flash, but #46562 is the model integration while #46658 is WIP conversion/scripts and mini-model artifacts; they do not look like the same concrete code-path change." + "reason": "These are related Step 3.7 Flash efforts, but one is the core model integration while the other is WIP mini-model/conversion tooling and packaging. That is adjacent work, not the same concrete PR change." } ] }, @@ -20907,7 +20951,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20942,12 +20986,12 @@ "pull_request:46380|pull_request:46539", "pull_request:46380|pull_request:46579" ], - "prepared_review_unit_hash": "4ee7b1ae8fa99063d9b533416ab8849226c923bf0f3dfe4aa1ff9079d34eae3b", + "prepared_review_unit_hash": "a26d691495c1698e4cfbe3c2fb99875e8501fed04d089d10f6cacbe5e3b1ee0e", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23164, + "serialized_chars": 23163, "estimated_input_tokens": 5791, "estimated_eval_tokens": 11838 }, @@ -20955,7 +20999,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 14, - "serialized_chars": 23164, + "serialized_chars": 23163, "estimated_input_tokens": 5791, "estimated_eval_tokens": 11838 }, @@ -20964,96 +21008,96 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No pair looks like the same underlying bug/change. The similarities are mostly superficial (shared keywords like fix/tests/typing or broad subsystem overlap) rather than mergeable duplicate PRs.", - "confidence": 0.9, + "summary": "This cluster is mostly a false-positive mixture of unrelated PRs that share generic fix/test/typo language. None of the soft edges look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the strongest canonical representative: it has a coherent, concrete bug-fix scope (dequantization / FP8 loading path) with code and test updates, unlike the more cosmetic or test-only PRs.", + "canonical_pr_reason": "No PR here is a true duplicate of the others. If a representative must be chosen, #46579 is the broadest cleanup-style PR and the most generic cluster anchor, but only as a fallback\u2014not because it matches the other changes.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best overall PR in this set because it addresses a specific runtime correctness issue in the model-loading/FP8 path and has the most substantive, self-contained fix.", + "best_pr_reason": "#46579 is the best overall representative only in the sense that it is the broadest, most generic maintenance PR in the set; however, the cluster is too heterogeneous for a strong duplicate/canonical recommendation.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test fixes vs CLIP/ViT test assertions; different models and different failure modes." + "reason": "Both are small test-related PRs, but they touch different models and different failure modes; there is no shared code-path bug or mergeable single fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/tests vs FP8 dequant/model-loading changes; unrelated code paths." + "reason": "Whisper tokenization/test fixes are unrelated to the dequant/FP8 loading changes in #44815." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test fix vs generation watermarking/config validation and CI-wide test adjustments; not the same bug." + "reason": "#43291 is Whisper test/tokenization work; #46380 is a generation-watermarking/runtime fix across many models. Different underlying problems." }, { "left": "pull_request:43498", "right": "pull_request:46579", "accept": false, - "reason": "Backward-compat alias for tie_weights vs broad typo cleanup; different intent and no shared defect." + "reason": "#43498 is a backward-compatibility API shim for tie_weights; #46579 is a broad typo/doc/code cleanup. Same area of code is not enough here." }, { "left": "pull_request:43665", - "right": "pull_request:44815", + "right": "pull_request:46539", "accept": false, - "reason": "Model test-only changes for CLIP/ViT vs FP8 dequantization fix; no common concrete issue." + "reason": "#43665 only alters CLIP/ViT tests, while #46539 fixes Phimoe integration test infrastructure and CI memory/device-map behavior. Not the same bug." }, { "left": "pull_request:43665", - "right": "pull_request:46380", + "right": "pull_request:44815", "accept": false, - "reason": "Unrelated test assertions in CLIP/ViT vs generation/Whisper validation changes; too broad to be one fix." + "reason": "Test-only assertions in CLIP/ViT are not the same as the FP8 dequant/model-loading fix in #44815." }, { "left": "pull_request:43665", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "Test-only CLIP/ViT edits vs Phimoe CI/integration harness fix; different artifact and bug class." + "reason": "These both mention tests, but the actual changes target different subsystems and failure causes; not a single concrete fix." }, { "left": "pull_request:43665", "right": "pull_request:46579", "accept": false, - "reason": "Model test assertions vs typo cleanup across code; not the same underlying change." + "reason": "Test file tweaks in #43665 are unrelated to the code-typo cleanup in #46579." }, { "left": "pull_request:44815", - "right": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "Both touch generation/model-loading-adjacent code, but 44815 is FP8 dequantization while 46380 is watermarking_config validation; distinct bugs." + "reason": "#44815 is a dequant/FP8 kernel and loading-path fix; #46539 is CI/integration-test environment work. Different code paths and problems." }, { "left": "pull_request:44815", - "right": "pull_request:46539", + "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequant/model-loading fix vs CI memory/integration test infrastructure fix; unrelated." + "reason": "There is some shared loading/generation surface, but #44815 is FP8 quantization/dequant logic while #46380 is watermarking/config validation and model tests. Not the same concrete bug." }, { "left": "pull_request:44815", "right": "pull_request:46579", "accept": false, - "reason": "Concrete FP8 dequant fix vs broad typo cleanup; no shared code-path problem." + "reason": "Shared filenames are incidental; #44815 fixes FP8 dequant behavior, while #46579 is a typo cleanup across many files." }, { "left": "pull_request:45114", "right": "pull_request:46579", "accept": false, - "reason": "Doctest/documentation cleanup vs code typo cleanup; same theme of cleanup, but not the same change." + "reason": "#45114 is a docs/doctest cleanup PR; #46579 is code typo cleanup. Similar hygiene theme, but not the same change or bug." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking/validation fix vs Phimoe CI integration fix; different subsystem and bug." + "reason": "#46380 fixes generation validation/runtime behavior; #46539 fixes Phimoe CI/integration tests and runner resource handling. Not mergeable as one bug fix." }, { "left": "pull_request:46380", "right": "pull_request:46579", "accept": false, - "reason": "Generation validation fix vs typo cleanup across many files; unrelated underlying issue." + "reason": "#46380 changes generation/runtime code and tests; #46579 is broad typo cleanup. No shared underlying defect." } ] }, @@ -21067,7 +21111,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21086,52 +21130,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "325c36efc5057bf4da0d8c3358c9a12997524f6de2cea0fc7d6538bf52f42b87", + "prepared_review_unit_hash": "f6a5c6456acb8b5ab6d00cb17af762be2c1d279e6a2b7d2be6a11020a0a33e04", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are unrelated repo-test / CI-diagnostics changes, not duplicates. They touch different workflows or setup/version plumbing and would not be merged as one change.", - "confidence": 0.97, + "summary": "These are three distinct synthetic '[don't merge]' PRs that only overlap superficially on tests/CI files; they do not appear to fix the same underlying problem or change the same code path.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the broadest representative of the cluster: it spans multiple workflow/test files and has the most discussion activity, making it the best anchor if one PR must represent the group.", + "canonical_pr_reason": "No true canonical duplicate here. If one PR must represent the cluster, 43532 is the broadest synthetic repo-check/CI edit and has the most overall overlap, but it is still not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the most central-looking PR in this set, but it is still not a duplicate of the others; it is just the best cluster representative.", + "best_pr_reason": "43532 is the closest thing to a cluster representative because it spans multiple CI/testing files and has some thematic overlap with the other PRs, but it should not be treated as a true duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "One is a setup/version-format bot check; the other changes the PR security-gate workflow. Different code paths and unrelated intents." + "reason": "Different changes: 43488 alters setup/version/dependency and a vit test, while 46747 only changes the PR security-gate workflow. Same broad CI context, but not the same concrete bug/change." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is about setup.py/version/dependency metadata, while 43532 is about showing PR diffs in CI workflows. Different underlying changes." + "reason": "Only a weak overlap via the vit test file. 43488 is about setup/version/dependency plumbing, whereas 43532 rewrites workflow/comment CI and related utilities; not the same underlying change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both mention workflows, but they modify different CI systems for different behaviors: diff display/comment handling versus security-gate trigger changes. Not the same fix." + "reason": "Both touch workflows, but they modify different workflow paths for different purposes: self-comment/notification handling versus PR security-gate trigger logic. Not mergeable as one fix." } ] }, @@ -21145,7 +21189,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21161,12 +21205,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "7daed432f3c16d9f74ae6595b2a69e7abd99bd0c9a0d693aa6c87cfdee72b6d7", + "prepared_review_unit_hash": "1a0df0776fd44b2f557bb79c9a8da81c48f6aaf0ed36597166fbc981a2254ffc", "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 }, @@ -21174,7 +21218,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21183,18 +21227,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open pull requests add new, similarly structured segmentation pipelines, but they target different features and code paths: promptable concept segmentation vs promptable visual segmentation. They are related in theme and implementation style, but not the same underlying change.", - "confidence": 0.95, + "summary": "The two PRs are closely related feature additions in the same pipeline area, but they implement different tasks and touch different model/test sets. They should not be collapsed as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the better canonical representative because it is broader and more general, touching more model integrations and tests while adding the promptable visual segmentation pipeline end-to-end.", + "canonical_pr_reason": "No canonical PR: PR #43612 adds Promptable Concept Segmentation, while PR #43613 adds Promptable Visual Segmentation; these are separate features rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the best PR in the cluster for triage because it appears to be the more comprehensive pipeline addition and is easier to use as the representative segmentation-pipeline change.", + "best_pr_reason": "If a representative is needed, PR #43613 is the broader of the two and includes more supporting model coverage, but it is still not a duplicate of #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Do not merge: these add different pipelines for different tasks/models. They share scaffolding and docs patterns, but the underlying feature and code path are distinct, so this is not the same change." + "reason": "Different underlying tasks and code paths: concept segmentation vs visual segmentation. Shared docs/pipeline scaffolding and similar filenames are not enough to treat them as the same change." } ] }, @@ -21208,7 +21252,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21224,7 +21268,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "e487be9fffbc4f62453751d070a0ee32bd32df3e133199988c9169acc01e2d25", + "prepared_review_unit_hash": "a89fdd3ef9300fa47a6f3d00c36d5b68f2ff8140079dec606cbd3030de87c2ae", "component_budget": { "node_count": 2, "item_count": 2, @@ -21246,18 +21290,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs touch the same file but address different trainer extensibility points: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for overrideability. They are not duplicates and should not be merged together.", - "confidence": 0.97, + "summary": "The two PRs both modify `src/transformers/trainer.py`, but they target different trainer behaviors: one changes gradient-accumulation loss scaling, the other factors out signature-column filtering for custom/PEFT trainers. They are related to Trainer extensibility, but not the same bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the stronger standalone candidate because it fixes a concrete training-step loss-scaling behavior with a clear code-path change. PR 43663 is a separate refactor/override hook for column filtering, not the same underlying bug/change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: 43651 alters gradient-accumulation loss normalization, while 43663 adds a method to override signature-column filtering. Shared file alone is not enough to treat them as the same change." + "reason": "Different underlying code paths and fixes: loss scaling during `training_step` vs. model signature inspection/column filtering. Same file and broad subsystem, but not mergeable as one PR." } ] }, @@ -21271,7 +21315,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21287,7 +21331,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "9c72e9da2f541abc5ee471502cdbdec08fcd419d46eba278a6de2ecd42eb8367", + "prepared_review_unit_hash": "fe2d98d91e62d2d7e64a7dc644b3bc5863a32c94c34dd3e44e68893525657ca5", "component_budget": { "node_count": 2, "item_count": 2, @@ -21309,35 +21353,32 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs patch the same `src/transformers/cli/serve.py` annotation-related CLI NameError path around `TypeAdapter`; they differ mainly in scope, not in bug class.", - "confidence": 0.86, + "summary": "Two open PRs touch the same file and both aim at a TypeAdapter-related CLI import/type-annotation NameError, but they use different fixes and target different issue IDs, so they look related rather than duplicate.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more focused representative: it directly fixes the `TypeAdapter` runtime NameError in the CLI with minimal, targeted changes.", + "canonical_pr_reason": "PR 43842 is the clearest narrow fix for the reported runtime NameError when pydantic is absent: it keeps TypeAdapter under TYPE_CHECKING and stringifies the annotation in the affected validation path.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative for the cluster because it addresses the concrete `TypeAdapter` NameError in the CLI with a narrow fix and a clear issue target.", + "best_pr_reason": "PR 43842 is the better representative because it directly targets the concrete failure mode with a smaller, more surgical patch.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs fix the same underlying CLI annotation NameError in `src/transformers/cli/serve.py`; the changes overlap on the same code path and could plausibly be combined into one PR." + "accept": false, + "reason": "Both touch `src/transformers/cli/serve.py` and relate to typing/runtime NameErrors, but 43656 is a broader annotations/future-import cleanup while 43842 is a specific TypeAdapter/pydantic import fix; they are not clearly the same concrete change and should not be merged as duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The pairing is plausible and conservative enough: both PRs touch the same file and address annotation-evaluation NameError behavior in the CLI. The summary should stay a bit cautious about equivalence of scope, since 43656 looks broader than a pure TypeAdapter-only fix, but this does not prevent them from being mergeable into one bugfix PR." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 12, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21403,7 +21444,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -21467,8 +21508,8 @@ "pull_request:44018|pull_request:44086", "pull_request:44068|pull_request:44086", "pull_request:44071|pull_request:44085", - "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", @@ -21515,7 +21556,7 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "f6f9a9953d70e84b8d6e1a74067fd696b01fa7717b05f381d652e30075117b0c", + "prepared_review_unit_hash": "b4ef19cbfd22cbf7fc84e139cfeac5a800b36043b8f15d85516a13979dbda0ef", "component_budget": { "node_count": 28, "item_count": 28, @@ -21528,7 +21569,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75099, + "serialized_chars": 75097, "estimated_input_tokens": 18775, "estimated_eval_tokens": 37806 }, @@ -21537,216 +21578,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a batch of model-specific output-tracing refactors. The only clear duplicate-like subgroup is the GPT-J / CodeGen line and the GPT-Neo line; most cross-model pairs are just similar cleanup patterns and should stay separate.", - "confidence": 0.9, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative: it targets the shared output-tracing refactor at issue 43979, covers the core GPT-J/CodeGen code path, and is the broadest concrete implementation in the cluster.", - "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest single PR to anchor the cluster because it is explicit about the shared issue, touches the main reusable code path, and subsumes the GPT-J-specific follow-up style changes.", + "summary": "This cluster is mostly a broad output-tracing refactor theme across many unrelated model implementations. The only strong duplicate families are the GPT-Neo pair (44018/44068) and the GPT-J/CodeGen family centered on 44722; the rest should remain separate model-specific changes.", + "confidence": 0.8, + "canonical_issue_reason": "No issue artifact is present in the cluster; the only shared issue reference is the external target 43979.", + "canonical_pr_reason": "PR 44722 is the best canonical PR because it is the most consolidated GPT-J/CodeGen output-tracing refactor and best represents the repeated change family in this cluster.", + "best_issue_reason": "No issue artifact is present in the cluster; 43979 is only a referenced target, not a clustered issue node.", + "best_pr_reason": "PR 44722 is the strongest representative because it combines the GPT-J/CodeGen shared refactor into the clearest later version of that change.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models (CVT/FNet vs GPT-J). Same refactor theme, but not the same underlying code change." + "reason": "Different model families and code paths; the shared tracing theme is not enough to call these duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and different code paths; both are output-tracing cleanups, not a duplicate change." + "reason": "Same umbrella refactor target, but these are separate model-specific implementations." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors over the same file/code path and could plausibly be merged into one PR." + "accept": false, + "reason": "Both are GPT-J-related, but 44066 also includes CodeGen and reads as a broader change; not the same concrete PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet-style tracing refactor vs EfficientNet; same pattern, but not the same bug or change." + "reason": "Separate model implementations; shared issue target only indicates the same umbrella effort." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models and implementations; these are separate model migrations, not one mergeable change." + "reason": "Different model code paths; they are both tracing refactors, but not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; no shared concrete code path." + "reason": "GPT-J/CodeGen versus EfficientNet is only a thematic overlap around standardized tracing." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated model implementations." + "reason": "Different architectures and files; these are distinct model-specific refactors." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; only the refactor style matches, not the underlying code change." + "reason": "GPT-J/CodeGen versus MGP-STR are different code paths and different fixes." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model-specific migrations." + "reason": "Different model code paths; same refactor style, not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors for the same model/file family and are plausibly the same change." + "reason": "Same GPT-Neo file and same output-tracing refactor; 44068 looks like a later variant of 44018." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths." + "reason": "GPT-J/CodeGen versus GPT-Neo are different implementations, even if the refactor style is similar." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different concrete implementations." + "reason": "Different model families and files; only the broad tracing theme matches." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet-style tracing cleanup versus GPT-J/CodeGen; not the same underlying change." + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated models." + "reason": "Different model paths; same issue target does not make these duplicates." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J target different code paths." + "reason": "Different model families and no shared implementation path." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo versus ResNet; same refactor theme only." + "reason": "GPT-Neo and ResNet are unrelated model changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model implementations." + "reason": "Separate models; only the refactor pattern is shared." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model migrations." + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete changes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different model code paths." + "reason": "GPT-Neo and Flaubert are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated beyond the refactor pattern." + "reason": "Different models and files; no same-code-path overlap." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate implementations." + "reason": "MPT and GPT-J/CodeGen are different concrete refactors." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model-specific changes." + "reason": "GPT-Neo and GPT-J are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "Different models and implementations." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different model migrations." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT and GPT-J are different models." + "reason": "GPT-Neo and MGP-STR do not share the same fix." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are different concrete implementations." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J and MGP-STR do not share the same underlying code change." + "reason": "GPT2 and MGP-STR are different code paths; only the theme is shared." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT versus Flaubert/XLM; same pattern, not the same change." + "reason": "ViLT and Flaubert/XLM are separate model-specific refactors." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are separate model-specific refactors." + "reason": "GPT2 and GPT-J/CodeGen are different implementations." }, { - "left": "pull_request:44018", + "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, "reason": "GPT-Neo and MPT are unrelated implementations." }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are separate model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are separate model implementations." + }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert versus Flaubert/XLM are different model code paths." + "reason": "VisualBert and Flaubert/XLM are unrelated concrete changes." }, { "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and LongT5 are unrelated model implementations." + "reason": "Different model code paths; only the decorator pattern is shared." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT2 and MPT are different model-specific changes." + "reason": "GPT2 and MPT are different implementations." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet versus Flaubert/XLM are separate refactors." + "reason": "MPNet and Flaubert/XLM are unrelated model-specific refactors." }, { "left": "pull_request:44018", @@ -21758,166 +21805,178 @@ "left": "pull_request:44059", "right": "pull_request:44068", "accept": false, - "reason": "GPT2 and GPT-Neo are different concrete changes." + "reason": "GPT2 and GPT-Neo are separate implementations." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated model implementations." + "reason": "Flaubert/XLM and LongT5 are unrelated refactors." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are different models; same output-tracing theme only." + "reason": "RegNet and Segformer are different concrete changes." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated code paths." + "reason": "RegNet and MPNet are separate model implementations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are separate model-specific refactors." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model implementations." + "reason": "MPT and ImageGPT are different model code paths." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different model code paths." + "reason": "MPNet and LongT5 are unrelated model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different concrete changes." + "reason": "RegNet and GPT-Neo do not share the same underlying change." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated implementations." + "reason": "RegNet and LongT5 are separate implementations." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are separate model migrations." + "reason": "TextNet and LongT5 are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and LongT5 are different code paths." + "reason": "GPT-Neo and LongT5 are unrelated concrete changes." }, { "left": "pull_request:43997", "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPT are unrelated models." + "reason": "RegNet and MPT are different model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are different model implementations." + "reason": "SqueezeBert and MPT are separate code paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBert are different concrete changes." + "reason": "SqueezeBert and VisualBert are unrelated model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated models." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are separate model-specific refactors." + "reason": "GPT-Neo and SpeechT5 are different concrete refactors." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are different code paths." + "reason": "RegNet and TextNet are separate model changes." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBERT and GPT-Neo are unrelated model implementations." + "reason": "SqueezeBert and GPT-Neo are different code paths." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different concrete changes." + "reason": "MPT and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "Different models and files; same umbrella issue only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are distinct concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "These overlap on the same GPT-J/CodeGen output-tracing migration and are plausibly mergeable into one PR." + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 looks like the consolidated later duplicate." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path; this looks like the same underlying change." + "reason": "Both target the same GPT-J output-tracing path and appear to be duplicate versions of the same refactor." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + "reason": "GPT-J and SpeechT5 are different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different model migrations." + "reason": "CVT/FNet versus RegNet/ResNet/RT-DETR are different model-specific refactors." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + "reason": "CVT/FNet and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are separate model-specific changes." + "reason": "DeBERTa-v2 and SpeechT5 are different concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and VITS are different models; same refactor theme only." + "reason": "DeBERTa-v2 and VITS are separate model implementations." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the packet supports a mostly model-specific output-tracing refactor cluster, and the only mergeable-looking subgroup is indeed the GPT-J/CodeGen and GPT-Neo lines. The rejected cross-model pairs are conservative, and the accepted pairs are limited to same-model, same-file families that plausibly represent the same bugfix." + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates one soft-edge verdict: `pull_request:44066` vs `pull_request:44085` is marked accepted even though the packet\u2019s soft-pair entry is `deterministic_accept: false`. That makes the cluster verdicts not fully conservative. The canonical/summary claims are otherwise plausible, but this pair should be rejected unless there is stronger evidence from the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21925,7 +21984,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 36, + "component_count": 37, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -21952,7 +22011,7 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "1ca925c84917ba8db63f80703163f16d9ac5d6f692d9c0ff0016f27f0a5d721e", + "prepared_review_unit_hash": "73803e2756c1c8c4e86693d0c5040c87ead1c70f3b98ea13af269e5166aab738", "component_budget": { "node_count": 28, "item_count": 28, @@ -21965,57 +22024,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17123, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are related by a common refactor theme (migrating different models to standardized output tracing), but they are model-specific PRs touching distinct code paths, so they should not be clustered as duplicates.", - "confidence": 0.93, + "summary": "These PRs are all model-specific refactors to migrate different Transformers models to the newer standardized output-capture/tracing helpers. They share the same broad theme, but they do not fix the same concrete bug or change the same code path, so they should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44010 is the clearest representative of the shared refactor pattern: its title is generic, and the diff centers on the capture_outputs/can_return_tuple migration rather than a model-specific edge case.", + "canonical_pr_reason": "PR 44056 is the most representative central refactor: it updates MPNet to use capture_outputs and explicitly wires _can_record_outputs, matching the common output-tracing migration pattern seen across the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44010 is the strongest cluster exemplar because it most directly expresses the shared standardized-output migration and has a straightforward implementation footprint.", + "best_pr_reason": "PR 44056 is a good cluster representative because it is a straightforward, generic output-tracing refactor with explicit hook registration, making it closer to the shared pattern than the more model-specific variants.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but one is FocalNet and the other is ImageGPT; they affect different model implementations and are not the same underlying bug/change." + "reason": "Both are standardized-output refactors, but they touch different models (FocalNet vs ImageGPT) and different model internals. They are related cleanup work, not the same underlying change or a single mergeable fix." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model-specific migrations; similar refactor style is not enough to treat them as one duplicate change." + "reason": "VisualBert and TextNet are separate code paths with separate output-tracing rewrites. Same theme, but not the same bug/change and not something that should be merged into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs VisualBert: different architectures and different output-tracing implementations, so they are not the same concrete code-path fix." + "reason": "Both migrate output tracing, but MPNet and VisualBert have distinct model implementations and hook maps. This is broad architectural similarity, not duplicate content." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model refactors with different files and behavior; they share only the broad standardized-output theme." + "reason": "These are different model-specific refactors (MPNet vs TextNet) with no shared concrete code path. They should remain separate PRs." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; both adopting tracing decorators does not make them duplicates." + "reason": "RegNet and SqueezeBert each implement the migration independently in different files and model stacks. The overlap is only the general refactor pattern." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 address different model-specific output handling changes, so they could not plausibly be merged as one duplicate PR." + "reason": "SqueezeBert and SpeechT5 both mention output tracing, but SpeechT5 is a different architecture and has explicit tracking issue context. They are not the same fix and are not mergeable as one PR." } ] }, @@ -22029,7 +22088,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22095,268 +22154,286 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "d5f9bb2b7ece6fcbaeed954464c7755da80bbcf9eec1b6d2ac9e5a40a8599181", + "prepared_review_unit_hash": "e056619bd5f531c62e2a935cfb0f679d54551cb005eeb6097971b014ea14313f", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40172, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a family of similarly named output-tracing refactors, but they target different model implementations and forward paths, so they are not duplicates of one another.", - "confidence": 0.97, + "summary": "These PRs are all model-specific \"refactor output tracing\" changes across unrelated architectures. They share a theme and utilities, but not the same concrete bug or code path, so none of the soft edges should be merged.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items are separate model-specific output-tracing refactors, not one duplicated change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No global best PR for duplicate collapsing; each PR maps to a different model/code path.", + "best_pr_reason": "44025 is the most representative single PR in the set because it applies the output-tracing refactor to two closely related depth models and clearly shows the shared pattern, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths; same refactor theme, not the same bug/change." + "reason": "Different model families and code paths: timm_backbone vs upernet." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Unrelated model code paths; only the output-tracing refactor pattern is shared." + "reason": "Different architectures and files: timm_backbone vs vision_text_dual_encoder." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and files; not a duplicate fix." + "reason": "Different models and changes: timm_backbone vs univnet." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Backbone refactor vs Mamba/Falcon-Mamba refactor; separate code paths." + "reason": "Shared refactor theme only; timm_backbone and mamba/falcon_mamba are unrelated code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems: timm_backbone vs codegen." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations; same broad theme only." + "reason": "Different architectures: timm_backbone vs rwkv." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNet vision model vs UnivNet audio model; not the same underlying change." + "reason": "MobileNetV1 and UnivNet are unrelated models; same refactor wording is not enough." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Both are vision-related, but they touch different classes and output logic." + "reason": "MobileNetV1 and UperNet touch different concrete model code paths." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different depth/vision model refactors in different files; not a duplicate." + "reason": "Different tasks and models: MobileNetV1 vs depth_anything." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNet output tracing and vision-encoder-decoder wrapper changes are distinct." + "reason": "Different wrapper/model families: MobileNetV1 vs vision_encoder_decoder." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different modalities and code paths; same refactor style only." + "reason": "Different code paths: MobileNetV1 vs speech_encoder_decoder." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Multimodal encoder vs audio generation model; separate changes." + "reason": "Vision-text dual encoder and UnivNet are unrelated; only the refactor motif matches." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor pattern, but different model families and implementations." + "reason": "Different model families: vision_text_dual_encoder vs upernet." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths and model types; not mergeable as one duplicate fix." + "reason": "Different architectures and files: vision_text_dual_encoder vs mamba/falcon_mamba." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder vs CodeGen; unrelated forward logic." + "reason": "Different concrete changes: vision_text_dual_encoder vs codegen." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and output signatures; not the same bug/change." + "reason": "Different model families and tasks: vision_text_dual_encoder vs depth_anything." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model paths; only the refactor pattern matches." + "reason": "UnivNet and UperNet are unrelated model paths." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Audio model vs Mamba language model; distinct implementation changes." + "reason": "UnivNet and mamba/falcon_mamba are different architectures." }, { "left": "pull_request:44001", - "right": "pull_request:44025", + "right": "pull_request:44004", "accept": false, - "reason": "Different model families and code paths; not duplicates." + "reason": "Different subsystems: UnivNet vs CodeGen." }, { "left": "pull_request:44001", - "right": "pull_request:44004", + "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and CodeGen fix different forward implementations." + "reason": "Different models and outputs: UnivNet vs depth_anything." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet segmentation refactor vs RWKV refactor; separate changes." + "reason": "UperNet and RWKV are unrelated code paths." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks and output-handling code; not the same issue." + "reason": "UperNet and mamba/falcon_mamba are different model families." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/Falcon-Mamba vs SuperPoint: similar refactor theme, but different concrete code paths." + "reason": "Mamba/FalconMamba vs SuperPoint are unrelated model changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "State-space LM refactor vs CodeGen refactor; unrelated implementations." + "reason": "Different concrete code paths: mamba/falcon_mamba vs codegen." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated models; not a duplicate." + "reason": "TimmBackbone and CodeGen are unrelated models; shared utilities do not make this one change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are different model families and fixes." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything refactor vs vision-encoder-decoder refactor; different files and semantics." + "reason": "DepthAnything and vision_encoder_decoder are separate code paths; same refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth estimation and speech encoder-decoder are unrelated code paths." + "reason": "DepthAnything and speech_encoder_decoder are different model wrappers." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different vision models with separate forward/output logic." + "reason": "DepthAnything and SuperPoint are unrelated models." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are entirely different model families." + "reason": "DepthAnything and RWKV are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth estimator vs DPR encoder; not the same concrete bug/change." + "reason": "DepthAnything and DPR are different model families." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Vision encoder-decoder wrapper change vs RWKV refactor; different code paths." + "reason": "Both are encoder-decoder wrappers, but they are still separate model-specific refactors and not the same concrete change." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Both are encoder-decoder wrappers, but for different modalities and implementations." + "reason": "vision_encoder_decoder and SuperPoint are unrelated models." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Different model types and files; only the refactor style is shared." + "reason": "vision_encoder_decoder and RWKV are unrelated code paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision encoder-decoder and DPR touch unrelated forward paths." + "reason": "vision_encoder_decoder and DPR are different model families." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder vs SuperPoint are not the same fix." + "reason": "speech_encoder_decoder and SuperPoint are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; no shared concrete bug." + "reason": "speech_encoder_decoder and RWKV are unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech encoder-decoder and DPR target different code paths." + "reason": "speech_encoder_decoder and DPR are different model families." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated models." + "reason": "SuperPoint and RWKV are unrelated model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and output behavior; not duplicates." + "reason": "SuperPoint and DPR are unrelated code paths." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR touch separate implementations; same theme only." + "reason": "RWKV and DPR are unrelated model families." } ] }, @@ -22370,7 +22447,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22386,7 +22463,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "6e7dced107a9b7f503c906e86d1c1a2a36236a71a091cfafc4bc21b2021f6963", + "prepared_review_unit_hash": "53ca7c47478c03d1022eacaa654c5df6a2978b49bcaaabbcb8966344313f0139", "component_budget": { "node_count": 2, "item_count": 2, @@ -22408,18 +22485,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both add new Transformer model integrations, but for different models (PenguinVL vs. Voxtral TTS). They overlap in framework plumbing and docs, yet they do not appear to fix or implement the same concrete change.", - "confidence": 0.96, + "summary": "Not a duplicate cluster: PR #44662 adds PenguinVL, while PR #45401 adds Voxtral TTS. They share some Transformers boilerplate files because both register new models, but they target different model families and code paths.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the better representative of the cluster because it has an explicit issue target, narrower feature scope, and clearer implementation context for a single model addition.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the strongest standalone PR candidate due to its explicit issue linkage and focused Voxtral TTS support work.", + "best_pr_reason": "PR #45401 is the more self-contained addition because it has an explicit issue target (45027) and a focused Voxtral TTS scope, but it is not a duplicate of #44662.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Both PRs are model-addition patches, but they implement different models with different code paths and artifacts. Shared auto-registration and docs files are framework boilerplate, not evidence of the same underlying change, so they should not be merged as duplicates." + "reason": "Different underlying features/models: PenguinVL vision-language implementation vs Voxtral TTS support. Shared auto-registration/docs are expected boilerplate, not the same concrete change." } ] }, @@ -22433,7 +22510,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22449,7 +22526,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "10222e5a0888e04419b548e35cc880ffc6e25866764e9b0f6399aafb10d2b88f", + "prepared_review_unit_hash": "e1197195a3d2284160800085ac0412240a88f595d16c866de68bb65b8c934f4f", "component_budget": { "node_count": 2, "item_count": 2, @@ -22471,18 +22548,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are thematically related around fusion, but they target different layers: #44979 adds a generic Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and related integration changes. Related area, not the same concrete change.", - "confidence": 0.95, + "summary": "These are related feature PRs around module/kernel fusion, but they do not look like the same underlying change. PR #44979 introduces a new generic Module Fusion API, while PR #45363 wires in n-to-1 kernel fusion via KernelConfig and an example on top of existing integration points.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the cleaner core API proposal; #45363 is a separate KernelConfig-based integration and example, not the same patch.", + "canonical_pr_reason": "PR #44979 is the more foundational and generic change: it adds the new Module Fusion API itself. PR #45363 is a narrower follow-on for KernelConfig-driven kernel fusion, not the same concrete PR.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the best representative of the cluster because it introduces the foundational module-fusion abstraction in one place, but it still should not be treated as a duplicate of #45363.", + "best_pr_reason": "PR #44979 is the best single representative for the cluster because it defines the core fusion abstraction and is the broader feature surface.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different code paths and goals: generic module-fusion API vs kernel fusion via KernelConfig and integration plumbing. Too far apart to merge as one PR." + "reason": "Different concrete changes: #44979 adds a new module fusion API implementation, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration and example code. They are related conceptually but not the same bug/change and would not plausibly be merged as one PR." } ] }, @@ -22496,7 +22573,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22512,7 +22589,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "63e030cef9b93562cec06a09a7b72240fbcdaa9c818af3fa9612978a14b53bde", + "prepared_review_unit_hash": "5a57f61e221e3ecd4c095609b98cbe612219294d34c1382b4ab3f3babc1cbd26", "component_budget": { "node_count": 2, "item_count": 2, @@ -22534,18 +22611,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same Mistral regex AttributeError in the same code path, with nearly identical code changes; 45317 is the more complete variant because it adds tests.", - "confidence": 0.99, + "summary": "Both PRs patch the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 adds tests and looks like the more complete version of the same fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical representative because it contains the same fix plus test coverage, making it the more complete patch for the shared AttributeError bug.", + "canonical_pr_reason": "PR #45317 is the stronger canonical PR because it contains the same code fix as #45086 plus an added test file, making it the more complete implementation of the same bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall PR: it fixes the same underlying bug as 45086 and also adds a test file, so it is the more merge-ready implementation.", + "best_pr_reason": "PR #45317 is the best representative of the cluster: it directly addresses the bug, matches the same issue target, and includes test coverage, while #45086 is a narrower draft of the same change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same bug, same explicit issue target, same changed code path, and the diffs are effectively the same; 45317 just includes tests." + "reason": "Same concrete bug and same fix in the same code path; 45317 is essentially the tested/superset version of 45086, so they are merge-equivalent enough for duplicate triage." } ] }, @@ -22559,7 +22636,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22577,12 +22654,12 @@ "pull_request:45115|pull_request:45569", "pull_request:45569|pull_request:46565" ], - "prepared_review_unit_hash": "5f1fb014bc5500e4d4a2a00c86b51fcc8525d38b1775d3e123fd4775bba4917a", + "prepared_review_unit_hash": "291f1a40b4e8deb0457d59a61871f24d7d795cc7f8c13dd3f0408f30d8ba9d7b", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 9123, + "serialized_chars": 9122, "estimated_input_tokens": 2281, "estimated_eval_tokens": 4818 }, @@ -22590,7 +22667,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 9123, + "serialized_chars": 9122, "estimated_input_tokens": 2281, "estimated_eval_tokens": 4818 }, @@ -22599,24 +22676,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three distinct PRs: one conversion-mapping/refactor for Nemotron-H, one larger Nemotron-H split into dense/sparse variants, and one unrelated Nemotron 3.5 ASR addition. The Nemotron-H PRs are related by subsystem but not duplicates; the ASR PR is clearly separate.", - "confidence": 0.92, + "summary": "These PRs are related by naming and Nemotron-family cleanup, but they target different model changes: a NemotronH inheritance/refactor, a NemotronH dense/sparse split, and a separate Nemotron3.5 ASR model addition. None are true duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broadest and most central Nemotron-H change: it introduces the thin dispatcher plus the new dense/sparse model split, docs, and tests. It best represents the main architecture work in this cluster.", + "canonical_pr_reason": "PR 45569 is the best representative of the cluster because it is the broadest NemotronH architecture update and introduces the dedicated dense/sparse model split that the later documentation and auto-mapping changes build around.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative PR for the cluster because it covers the core model reorganization rather than just a supporting conversion-mapping tweak, and it is materially more complete than the other Nemotron-H refactor.", + "best_pr_reason": "PR 45569 is the most central and complete Nemotron-related change in this set; it captures the main model-structure refactor rather than just conversion-mapping cleanup or an unrelated Nemotron ASR extension.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related Nemotron-H work, but not the same underlying change. 45115 is a focused conversion-mapping / inheritance refactor, while 45569 is a larger model-splitting PR adding dedicated dense/sparse variants, docs, and tests. Too different in scope to merge as duplicates." + "reason": "Both touch NemotronH internals, but 45115 is a conversion/refactor to inherit GraniteMoeHybrid-style structure while 45569 adds the explicit NemotronH dense/sparse model split and dispatcher/docs. Related, but not the same underlying change." }, { "left": "pull_request:45569", "right": "pull_request:46565", "accept": false, - "reason": "Different model families and different code paths. 45569 is Nemotron-H architecture refactoring; 46565 is Nemotron 3.5 ASR streaming support. They are not the same bug or change." + "reason": "These are different model families and different features: NemotronH architecture split vs Nemotron3.5 ASR streaming. Shared naming is incidental, not a duplicate code-path fix." } ] }, @@ -22630,7 +22707,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22646,7 +22723,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "aff9d535926bcd6737f1e79d04e45724f3f5233a9f80a9c604b2f6b073919d39", + "prepared_review_unit_hash": "ba963d5d2d7ca79dcc345dcfa921104b4e18136e4b198454f9ae26ff45175b2a", "component_budget": { "node_count": 2, "item_count": 2, @@ -22668,18 +22745,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related but not duplicates: #45333 introduces per-layer heterogeneous config plumbing, while #45332 uses that foundation to add broader heterogeneous modeling/runtime support. They overlap in shared helper code, but they target different concrete changes.", - "confidence": 0.91, + "summary": "These are related but not duplicates: PR 45333 adds heterogeneous per-layer config plumbing, while PR 45332 builds on that to implement broader heterogeneous model/runtime support. They touch overlapping files, but they address different layers of the feature and should not be merged as one change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "#45333 is the more focused, foundational change: it adds per-layer config support and shared heterogeneity helpers without also pulling in the larger modeling/runtime surface.", + "canonical_pr_reason": "PR 45332 is the broader, more representative change: it covers model/runtime integration for heterogeneous support and includes the cache/masking/modeling work that depends on the config plumbing.", "best_issue_reason": null, - "best_pr_reason": "#45333 is the best single PR to represent the cluster because it is narrower and appears to be the prerequisite building block for the larger heterogeneous-model work in #45332.", + "best_pr_reason": "PR 45332 is the best cluster representative because it is the more comprehensive end-to-end heterogeneous support PR, while 45333 is the narrower configuration foundation.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Different scope and code path: #45333 is config-only plumbing, while #45332 adds model/cache/masking integration for heterogeneous execution. They could not plausibly be merged into one PR as the same fix/change." + "reason": "They are adjacent feature work, not the same concrete fix: 45333 introduces per-layer config support, while 45332 adds modeling/cache/runtime behavior that consumes it. Overlap in files is expected, but one does not duplicate the other." } ] }, @@ -22693,7 +22770,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22709,12 +22786,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "a7cf865c3fa856e0df9e50913b5a39c14908004823b374548c2798ffea82a07f", + "prepared_review_unit_hash": "38fd1ace6a870b95201ffe5a4acd88b1df913a97051094d7c836c4de1dff63d5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -22722,7 +22799,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -22731,18 +22808,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-related, but they target different scopes: PR 45415 is a broad repository-wide type-checking cleanup, while PR 45425 adds a small set of typing protocols/aliases and related modeling_utils/PEFT adjustments. They are related, but not the same underlying change.", - "confidence": 0.81, + "summary": "These are both typing-oriented PRs in Transformers, but they address different scopes: one broadly enables type checking across many files, while the other adds typing protocols/aliases to support specific modeling and PEFT-related code paths. They are related, but not the same underlying change.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate pair here; 45415 is the broader typing-cleanup PR, while 45425 is a narrower typing-infrastructure change.", + "canonical_pr_reason": "PR 45415 is the broader umbrella change: it introduces type-checking configuration and widespread annotation fixes across many files. PR 45425 is a narrower typing-support refactor centered on helper protocols/aliases and a few modeling integration paths.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the best representative of the cluster because it covers the broader type-checking effort across many files and the typing-policy config change.", + "best_pr_reason": "PR 45415 is the best representative of the cluster because it captures the main repo-wide type-checking effort, whereas PR 45425 is a more targeted follow-up in the typing layer.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared filenames and a typing theme are not enough: 45415 is a wide type-checking pass, whereas 45425 introduces specific typing aliases/protocols for modeling_utils and PEFT. They do not appear to fix the same concrete code-path problem or be mergeable as one PR." + "reason": "Both PRs are about typing, but they do not appear to fix the same concrete bug/change. 45415 is a broad type-checking sweep across many transformer modules plus pyproject settings; 45425 adds specific typing aliases/protocols for modeling_utils and PEFT-related usage. Overlap in files like modeling_utils/check_types is not enough to merge them as duplicates." } ] }, @@ -22756,7 +22833,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22772,7 +22849,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "063cc43720ce914f9f992a0fac39f208d6b74a4fb9ad31182b3482bbecd7baf8", + "prepared_review_unit_hash": "87384d41e6fdbf3e5d4f535576f2b42e2cff221de08299e8a45433d7300e4e7d", "component_budget": { "node_count": 2, "item_count": 2, @@ -22794,18 +22871,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests fixing different cached-forward bugs in different model families (Qwen3.5 vs Mamba2). They are not duplicates and should not be merged as one change.", - "confidence": 0.98, + "summary": "These are two separate pull requests for different model families and different cached-forward bugs: one for Qwen3.5/GDN linear attention, the other for Mamba2 use_cache with seq_len > 1. They are not the same underlying change, so the soft link should be rejected.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46084 is the stronger representative only because it has an explicit issue target and a narrowly scoped fix for a specific cached-forward seq_len > 1 path.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46084 is the best single artifact in this cluster: it is clearly tied to an issue, has a focused bug description, and the diff is tightly scoped to one code path.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different models and different bugs: #45513 fixes Qwen3.5/OLMo hybrid multi-token cached forward behavior, while #46084 fixes Mamba2 use_cache handling when seq_len > 1. They do not appear to be the same underlying change." + "reason": "Different code paths and model families (Qwen3.5 linear attention vs Mamba2 cache handling); they fix distinct bugs and would not be merged into one PR." } ] }, @@ -22819,7 +22896,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22835,7 +22912,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "6dd62ffb3217def6f8d3416dd4046b8c1925e5f6cfb3c8130635ca49977640bf", + "prepared_review_unit_hash": "c1182aced8da500aa40458b6315bf2e023724c8c964947b1051497f73d60f0a1", "component_budget": { "node_count": 2, "item_count": 2, @@ -22857,18 +22934,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically related to expert-parallel loading, but they fix different bugs on different code paths: 45548 targets Accelerate/DeepSpeed ZeRO-3 loading and config serialization, while 45662 targets FSDP2/rank-0 broadcast overwriting expert weights.", - "confidence": 0.95, + "summary": "These are both expert-parallelism PRs, but they fix different loading bugs: one preserves `distributed_config` and adds `has_ep` to make EP + ZeRO-3 loading work under `accelerate launch`; the other prevents expert weights from being overwritten during FSDP2 loading by wrapping sharded params correctly. Related area, not the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as duplicates: 45548 fixes preserving distributed_config/has_ep during accelerate+ZeRO-3 loading, while 45662 fixes expert parameters being post-shard wrapped and overwritten in the FSDP2 loading path.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45548 is the lighter, more self-contained representative of the two EP-loading fixes, but it still addresses a different loading failure than 45662.", + "best_pr_reason": "No single canonical PR: the failures differ in concrete code path and fix strategy, so neither PR should stand in for the other as a duplicate representative.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and merge scopes: one is about config persistence and EP detection for accelerate/ZeRO-3, the other about DTensor/post-shard wrapping and rank-0 broadcast corruption under FSDP2." + "reason": "Both concern EP loading, but 45548 is about serializing `distributed_config` and detecting EP for ZeRO-3/accelerate launch, while 45662 fixes expert params being silently overwritten during FSDP2 loading via `post_shard_wrap`. Different bugs and different patches." } ] }, @@ -22882,7 +22959,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22898,7 +22975,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "efd2664b7915c847ef43accb2182897da3ce5639707f8d821974774f63aa8698", + "prepared_review_unit_hash": "f0a16d5d6bd5f5550534f50db50c503e004ba0fc120ef041ad1fe1beb194d053", "component_budget": { "node_count": 2, "item_count": 2, @@ -22920,18 +22997,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info collision in testing debug logs; 45645 is the broader, more complete fix, while 45639 is a narrower subset. They are close enough to be treated as the same change cluster.", - "confidence": 0.91, + "summary": "Both PRs address the same xdist/captured_info problem in `testing_utils.py`; PR 45645 is a superset that includes the core fix from 45639 plus CI log aggregation changes.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical PR because it includes the core xdist-safe captured_info fix plus the CI log aggregation changes needed to consume the split files, making it the most complete representation of the underlying change.", + "canonical_pr_reason": "PR 45645 is the broader, more complete change: it contains the xdist-safe output-file fix in `testing_utils.py` and also updates CI to collect multiple `captured_info*.txt` files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative: it targets the same bug, touches the same core code path, and adds the surrounding workflow handling that makes the fix usable end-to-end.", + "best_pr_reason": "PR 45645 best represents the cluster because it subsumes the core bug fix from 45639 and extends it to preserve/debug captured logs in CI.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist collisions in captured_info debug artifacts. 45645 appears to extend 45639 with CI-side handling, so they could plausibly be merged into one PR." + "reason": "Same underlying captured_info xdist collision fix; 45645 includes the same helper change and adds related CI handling, so they could plausibly be combined into one PR." } ] }, @@ -22945,7 +23022,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22961,7 +23038,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "8c75c3ddda7b72bd080258e17a2adb356f570475c5058013b6cdabf27bc33ba7", + "prepared_review_unit_hash": "cec4dd965a13a28d74db34888f4dadef4480c5c935b466a30597722c014cf895", "component_budget": { "node_count": 2, "item_count": 2, @@ -22983,18 +23060,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one PR implements TRF003 changes around model forward/return_dict handling, while the other adds TRF018 rules for _init_weights initialization behavior. The overlap in model files is broad and incidental, not the same underlying code change.", + "summary": "Two open PRs with superficial overlap in modeling files, but they implement different linter rules and different code-path changes. They should not be deduplicated.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45720 is the more canonical representative of the cluster because it is the narrower, more concrete change: a specific TRF003 linter rule applied to model forward methods.", + "canonical_pr_reason": "PR #45720 is the narrower, more self-contained change and is a better representative of this cluster than the broader TRF018 sweep.", "best_issue_reason": null, - "best_pr_reason": "PR #45720 is the best PR candidate overall because its diff is more focused and clearly scoped to one behavior change, whereas #46259 is a broader rule rollout across many models.", + "best_pr_reason": "PR #45720 is the best representative here because it has a clearer, smaller scope and is less of a broad multi-model rule rollout than #46259.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different linter rules and different code paths: #45720 changes forward/return_dict handling, while #46259 changes weight initialization logic. Shared model filenames are incidental." + "reason": "Different lint rules and different underlying fixes: TRF003 for return-tuple handling vs TRF018 for weight initialization. Shared filenames are incidental, not the same concrete change." } ] }, @@ -23008,7 +23085,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23074,7 +23151,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23090,7 +23167,7 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "3bce8ae44a5bab2f364edfaf3a5d49fd403fd068f0db6406ef23f841d0f3d2d5", + "prepared_review_unit_hash": "ec243743011a46a6ee08af6347a7af45b9c7addcb091cf479ada80f51912b4d3", "component_budget": { "node_count": 2, "item_count": 2, @@ -23112,18 +23189,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one is a mixed CI/model-code change set, while the other is a focused test migration adding kernel/model tests. They do not fix the same concrete bug or implement the same change.", + "summary": "These two pull requests are not duplicates: #45932 is a mixed testing/Grafana-secrets plus model-config change PR, while #46100 is a test migration PR adding DDP/kernel and ViT-related tests. They do not appear to fix the same concrete code-path problem or represent one mergeable change.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate exists here; if a representative PR is needed, 46100 is the better canonical candidate because it is a more self-contained test migration, whereas 45932 bundles unrelated workflow and model-file edits.", + "canonical_pr_reason": "No canonical PR: the PRs have different purposes and diffs, so they should not be collapsed into one duplicate group.", "best_issue_reason": null, - "best_pr_reason": "46100 is the stronger representative PR: it has a narrow, coherent purpose (test migration/new kernel tests). 45932 is too mixed and includes unrelated workflow secrets plus multiple model code edits, making it a poor cluster anchor.", + "best_pr_reason": "#46100 is the better representative of a cohesive code change; #45932 is a broader, less focused mix of workflow/secrets and model-file edits that does not align with the test-migration PR.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: these are not the same underlying change. 45932 touches CI/workflow secrets and several model implementations; 46100 adds test infrastructure and migrates model/kernel tests. They do not share a concrete code-path fix and would not plausibly be merged as one PR." + "reason": "Different underlying changes: #45932 is a Grafana/testing workflow tweak plus unrelated model config edits, while #46100 adds kernel/DDP and ViT test migration files. No shared concrete bug or mergeable single PR." } ] }, @@ -23137,7 +23214,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23153,40 +23230,40 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "1329f94fa971364ecb6388c71196159295c3b05377176a503a41b0377e35865b", + "prepared_review_unit_hash": "6797c30205bcf08da217bcdda35996314f095bda4e91d11078accdd79c9c9206", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5524, - "estimated_input_tokens": 1381, - "estimated_eval_tokens": 3018 + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5524, - "estimated_input_tokens": 1381, - "estimated_eval_tokens": 3018 + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the distributed stack, but they are not duplicates: one is a focused EP/Trainer feature PR, the other is a much broader distributed branch base PR touching many unrelated areas. The shared files look like overlap from a branch rather than the same concrete change.", - "confidence": 0.76, + "summary": "These are related only by overlapping distributed-files touchpoints; PR 46126 is a focused EP/Trainer feature change, while PR 46269 is a broad distributed branch base. They do not look like the same concrete fix/change set.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more specific, self-contained change: EP + Trainer integration with targeted edits in tensor_parallel, utils, config, and trainer. It has a clear concrete purpose and reads like the actual feature work, unlike the broader branch-base PR.", + "canonical_pr_reason": "PR 46126 is the more specific, self-contained change: EP + Trainer integration on top of DistributedConfig with targeted edits in distributed tensor parallel, utils, Qwen3 MoE config, and trainer code.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative PR for the cluster because it is focused and directly describes the underlying change, while PR #46269 is an umbrella/distributed branch base with many unrelated modifications and is not a good canonical duplicate target.", + "best_pr_reason": "PR 46126 is the best representative because it has a clear feature objective and narrower scope; PR 46269 is too broad and infrastructure-heavy to serve as the canonical artifact for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the PRs are not the same change. #46126 implements EP + Trainer integration, while #46269 is a broad distributed branch base with many extra files and likely unrelated updates. Shared filenames alone are not enough to treat them as one PR." + "reason": "Shared filenames are not enough here: 46126 implements EP/Trainer integration, while 46269 is a wide-ranging distributed base branch touching many unrelated components. They do not appear to be the same underlying code-path fix and would not plausibly merge as one PR." } ] }, @@ -23200,7 +23277,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23252,226 +23329,196 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "9067d66c98a71ea9ce4639a0140d73ddf9b4dde30e94e2203ea7d7a869fa7f00", + "prepared_review_unit_hash": "5863c0d231067db8f181ed60adb1eefd6a0a6328b346966eb9041f5014a6e437", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25931, - "estimated_input_tokens": 6483, - "estimated_eval_tokens": 13222 + "serialized_chars": 25933, + "estimated_input_tokens": 6484, + "estimated_eval_tokens": 13224 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25931, - "estimated_input_tokens": 6483, - "estimated_eval_tokens": 13222 + "serialized_chars": 25933, + "estimated_input_tokens": 6484, + "estimated_eval_tokens": 13224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated workflow-maintenance PRs that only look similar because they touch GitHub Actions YAML. The only tight grouping is around pr-ci-security-gate.yml, but the diffs still address different aspects of that workflow rather than the same exact change.", + "summary": "These PRs are mostly unrelated workflow maintenance changes. The only tight cluster is the pr-ci-security-gate.yml follow-ups, but each PR changes a different aspect of that workflow rather than the same concrete bug/change, so I would not dedupe them.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "Use pull_request:46554 as the representative PR: it contains the core, substantive pr-ci-security-gate workflow change, while the nearby PRs are smaller permission/comment/secrets follow-ups or unrelated workflow edits.", + "canonical_pr_reason": "There is no single canonical PR for the whole set because the items split into separate workflow edits. If a representative is needed, pull_request:46554 is the strongest anchor: it makes the substantive pr-ci-security-gate logic change, while the later same-file PRs are narrower follow-ups.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46554 is the best standalone PR in this set because it makes the main security-gate behavior change instead of just adjusting workflow plumbing or metadata.", + "best_pr_reason": "pull_request:46554 is the best overall representative because it contains the most concrete workflow/security behavior change and is the closest substantive base among the same-file follow-ups; the others are either unrelated or smaller incremental edits.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated behavior changes; only broad CI/workflow similarity." + "reason": "Different workflows and different changes: stdin piping for self-comment CI vs security checks in pr-ci-security-gate. Same general area only, not the same change." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "self-comment-ci command plumbing vs pr-ci-security-gate permissions/approval logic are different changes." + "reason": "Unrelated workflow updates in different files; one adjusts comment handling, the other changes PR CI gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow files and different concerns; one is command input handling, the other is a security-gate comment update." + "reason": "Different workflow and different purpose; comment-only update versus pr-ci-security-gate reusable-workflow note." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow and different change type; not the same underlying bug or patch." + "reason": "Different workflow files and different behavior: self-comment CI input handling vs secrets scoping in PR CI gate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both are workflow tweaks, but they touch different files and different logic paths." + "reason": "Both mention shell quoting, but they touch different workflows and different commands; not the same underlying bug/change." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "ssh-runner hardening is unrelated to benchmark_v2 trigger logic." + "reason": "SSH runner hardening changes are unrelated to benchmark_v2 trigger logic; same broad CI area only." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows with different operational changes; no shared concrete fix." + "reason": "Different workflows and different fixes: SSH runner security/secret handling vs anti-slop permissions scoping." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different code paths; only generic CI similarity." + "reason": "SSH runner updates are unrelated to assign-reviewers checkout ref selection." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "ssh-runner workflow vs pr-ci-security-gate workflow; unrelated changes." + "reason": "Different workflow files and different concerns; memory monitor/secret handling vs PR CI security gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different security/runner concerns." + "reason": "Different workflows and distinct changes; SSH runner hardening is not the same as PR CI gate permission/approval tweaks." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different trigger logic; not a duplicate change." + "reason": "Both are workflow updates, but one changes anti-slop permissions and the other changes benchmark dispatch conditions; not the same code-path problem." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different CI workflows with unrelated adjustments." + "reason": "Different workflows with different behavior changes: anti-slop permissions vs assign-reviewers checkout ref." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated behavior changes." + "reason": "Different workflow files and different fixes; permissions scoping is unrelated to build-ci-docker-images shell quoting." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "anti-slop vs pr-ci-security-gate are different workflows and different fixes." + "reason": "Anti-slop permissions change is unrelated to PR CI security gate logic." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and distinct review/benchmark trigger behavior." + "reason": "Different workflows and unrelated fixes: reviewer assignment checkout target vs benchmark trigger conditions." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "assign-reviewers and build-ci-docker-images are unrelated workflow changes." + "reason": "Checkout ref change in assign-reviewers does not match the shell quoting fix in build-ci-docker-images." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different concerns." + "reason": "Different workflows and different behavior; reviewer assignment checkout ref vs PR CI gate changes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "benchmark trigger change vs build image tagging logic; unrelated." + "reason": "Benchmark dispatch condition update and build-ci-docker-images quoting fix are separate workflow changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "benchmark_v2 schedule/dispatch change is unrelated to pr-ci-security-gate." + "reason": "Different workflows and unrelated concerns; benchmark scheduling vs PR CI security gate." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "build-ci-docker-images command parsing vs pr-ci-security-gate security checks are different changes." + "reason": "Both touch workflow shell logic, but in different jobs and with different purposes; not the same concrete bug." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and unrelated workflow logic." + "reason": "build-ci-docker-images quoting fix is unrelated to PR CI gate permissions/approval changes." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different concrete changes: 46554 adds security checks; 46558 adjusts permissions and approval gating." + "reason": "Same workflow file, but different fixes: one adds security checks on changed files, the other adjusts permissions and conditional approval. They are related but not duplicates." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "46563 is only a comment/note update, not the same functional change as 46554." + "reason": "Same workflow file, but one changes gate logic and the other only adds explanatory comments; not the same underlying change." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Both are security-related in the same workflow, but they change different parts of the workflow and are not the same concrete fix." - }, - { - "left": "pull_request:46558", - "right": "pull_request:46563", - "accept": false, - "reason": "Permissions/approval logic versus explanatory comments; not a duplicate." - }, - { - "left": "pull_request:46558", - "right": "pull_request:46716", - "accept": false, - "reason": "Different security hardening edits in the same workflow, but not the same underlying change." - }, - { - "left": "pull_request:46563", - "right": "pull_request:46716", - "accept": false, - "reason": "Comment-only clarification versus secrets handling change; different edits." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflow files and unrelated changes." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "build-ci-docker-images and pr-ci-security-gate are unrelated workflow updates." + "reason": "Same workflow file, but this is a different security-scoping change (secrets inheritance to empty) rather than the file-change gate logic." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Different parts of the same workflow, but not the same concrete fix." + "reason": "Permissions/approval-flow change versus comment-only note update; not the same change." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions/approval gating vs secrets inheritance removal are related to security, but not the same patch." + "reason": "Both affect pr-ci-security-gate.yml, but one changes permissions and conditional approval while the other changes secrets inheritance; distinct changes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "A comment-only note and a secrets handling change are not duplicates." + "reason": "Comment-only clarification is not the same as the secrets-scoping change in the reusable workflow call." } ] }, @@ -23485,7 +23532,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23501,12 +23548,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "26bfbb19634244b5eaa0b0e8c698a528ce4425dc39bbc712657754fcd062bb4e", + "prepared_review_unit_hash": "ccbb0d619fe460f5550820c864fec659d17561d9a00502a9f73b3cb78f93c036", "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 }, @@ -23514,7 +23561,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -23523,18 +23570,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about replacing file-open-based source introspection with safer source access, but they modify different modules and fix different code paths, so they are not duplicates.", - "confidence": 0.93, + "summary": "These PRs are superficially similar because both replace file-open source inspection, but they target different modules, different helpers, and different behaviors. They are not the same underlying fix.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the best representative of the cluster because it directly changes the modeling_utils source-reading heuristic and includes tests; PR 46152 is a separate import_utils traversal helper change.", + "canonical_pr_reason": "PR #46207 is the better representative change: it fixes a concrete source-reading helper in one code path and includes tests, whereas #46152 addresses a separate traversal-resolution helper in import_utils.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest single PR to represent the cluster because its scope is concrete and self-contained, whereas PR 46152 addresses a different utility path in a different module.", + "best_pr_reason": "PR #46207 is the stronger standalone PR in this cluster because it is narrower, more explicit about the behavior change, and backed by tests.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "They share a broad theme (avoiding open() for source inspection), but they touch different files and different code paths, so they are not the same underlying change." + "reason": "Both avoid open() for reading source, but they fix different code paths: #46152 adds a traversable resolver in import_utils, while #46207 changes _can_set_attn_implementation in modeling_utils. They do not appear mergeable into one PR." } ] }, @@ -23548,7 +23595,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23564,7 +23611,7 @@ "soft_pairs": [ "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "2922bc556e7d63dac1f2042ac392172ab787114c88923cfbcf0dfea3932b8aae", + "prepared_review_unit_hash": "40be4400eeb960346ef8ab7d471fcdd849d57ee25e20e7db0a899ac95dddf2fb", "component_budget": { "node_count": 2, "item_count": 2, @@ -23586,18 +23633,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both about enabling SDPA dispatch, but they target different model families and different code paths, so they are not duplicates.", - "confidence": 0.96, + "summary": "These are two separate SDPA-dispatch PRs for different model families and code paths: T5 vs wav2vec2/audio models. They are related by theme, but not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "If a single representative is needed, #46196 is the better canonical PR because it covers the broader, multi-model SDPA dispatch rollout across the wav2vec2/audio stack; #46154 is limited to T5.", + "canonical_pr_reason": "PR #46196 is the broader, more representative SDPA-dispatch change set, touching more affected model implementations and tests across the wav2vec2/audio stack.", "best_issue_reason": null, - "best_pr_reason": "#46196 is the most representative of the cluster because it has the larger scope, more affected files, and broader implementation work. #46154 is a narrower single-model enhancement.", + "best_pr_reason": "PR #46196 is the strongest cluster representative because it covers the larger, more complex implementation surface for this feature, while #46154 is a narrower T5-only variant.", "soft_edge_verdicts": [ { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Reject: different underlying changes. #46154 adds SDPA dispatch support for T5, while #46196 adds SDPA dispatch support across wav2vec2 and related audio models. Same theme, but not the same concrete bug/change and not mergeable as one PR." + "reason": "Different concrete code paths and model families. #46154 adds SDPA dispatch for T5; #46196 does the same for wav2vec2/audio models. They share the same general feature, but are not the same underlying change and would not plausibly be merged into one PR." } ] }, @@ -23611,7 +23658,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23677,7 +23724,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23693,12 +23740,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "01bee6e4786337a3320918ed93919c56dda84644834de200d3f56866a99abfd9", + "prepared_review_unit_hash": "38ac8d19f4f318a52535b3cacfc36561a94b2f8f5ed36fd76f74637344bcccdf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4849, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23706,7 +23753,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4849, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -23715,18 +23762,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one bug in the right side of the sliding window mask (`-dist <= right_window_size` instead of `<`). PR #46546 is the broader and stronger patch because it covers Moonshine plus Gemma4 and adds tests; PR #46310 is a narrower Moonshine-only variant of the same fix.", + "summary": "Both PRs fix the same off-by-one bug in the right side of the sliding-window mask for Moonshine streaming, and both explicitly target the same issue. PR 46546 is the broader, more complete fix and is the better canonical PR.", "confidence": 0.93, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46546 is the best canonical PR because it addresses the same boundary bug as the other PR, but with wider coverage (Moonshine + Gemma4) and tests, making it the more complete fix.", - "best_issue_reason": null, - "best_pr_reason": "PR #46546 is the strongest representative of this change set: same concrete off-by-one boundary fix, broader model coverage, and accompanying tests.", + "canonical_issue_reason": "Both PRs point to issue 46305, which appears to be the underlying right-window boundary bug in the sliding-window mask.", + "canonical_pr_reason": "PR 46546 is the better representative because it fixes the same Moonshine streaming boundary bug plus the parallel Gemma4 implementation and includes a test, making it the more complete change.", + "best_issue_reason": "Issue 46305 is the shared tracking issue for the exact off-by-one right-window boundary problem these PRs address.", + "best_pr_reason": "PR 46546 is the best PR to keep as canonical because it covers the Moonshine fix, the related Gemma4 fix, and adds test coverage, so it is more merge-ready than the narrower 46310.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Accept: both PRs fix the same concrete right-window boundary bug in Moonshine streaming mask logic; #46546 is a superset that also applies the same fix to Gemma4 and adds tests, so these are mergeable variants of the same underlying change." + "reason": "Accepted: both PRs change the same Moonshine streaming mask boundary check (`-dist < right_window_size` to `<=`) for the same bug, and the overlap is concrete enough to treat as the same underlying fix." } ] }, @@ -23740,7 +23787,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23756,7 +23803,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "67ed8729c04dd98062d002ba22be9802a98a8724269999296ae3bfc7102377c0", + "prepared_review_unit_hash": "7901efd8bd9e507a6bcefd4a0e729b412d9c06d3803bc89316ed6bd62e62769b", "component_budget": { "node_count": 2, "item_count": 2, @@ -23778,18 +23825,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model and its docs/tests. They should not be deduplicated.", - "confidence": 0.98, + "summary": "The cluster contains two unrelated pull requests: one adds multimodal support to continuous batching, and the other adds a new HunYuan VL model implementation and docs. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR here; if a representative is needed, PR #46417 is the more substantial standalone feature addition with broader implementation and review activity.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46417 is the strongest representative of the cluster because it is a complete model integration with docs, auto mappings, processing, and tests; PR #46376 is a separate infrastructure change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes: continuous batching multimodal support versus a new HunYuan VL model implementation. They do not fix the same code-path problem and would not be merged into one PR." + "reason": "Different scopes and codepaths: continuous batching multimodal infrastructure vs. a new model/docs integration. They are not mergeable as one PR and do not represent the same change." } ] }, @@ -23803,7 +23850,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23819,12 +23866,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "65e4e96a5099d6c7b6495b7afb058e08b69f9e85f9e50e07a9a0114526f89c9f", + "prepared_review_unit_hash": "94c3a8e055022ede0adbf2913e3f7a61c33ac890f2a1bfe803f7695c1c61fee7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -23832,7 +23879,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -23841,18 +23888,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated PRs: one fixes CodeLlama decode behavior for leading spaces, and the other fixes tokenizer class selection for specific DeepSeek checkpoints in auto tokenization. They do not appear to address the same underlying bug or be mergeable into one change.", - "confidence": 0.98, + "summary": "These are two unrelated tokenizer-related PRs: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek checkpoint routing to the correct tokenizer class. They share a broad subsystem but not the same bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: 46574 fixes CodeLlama decode behavior in tokenization_code_llama.py, while 46580 fixes model-to-tokenizer selection in tokenization_auto.py for DeepSeek checkpoints.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a global duplicate representative of the other; they address different concrete code paths and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different model families and code paths: CodeLlama decoder behavior in a model-specific tokenizer vs DeepSeek checkpoint-to-tokenizer-class mapping in auto tokenization. They are not the same bug and would not be merged into one PR." + "reason": "Different underlying problems and different fix surfaces: CodeLlama decoder stripping vs DeepSeek auto-tokenizer class selection. They are not mergeable as one PR." } ] }, @@ -23866,7 +23913,7 @@ { "label": "pull_request", "component_index": 35, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23882,12 +23929,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "4a61bdb9255ef848a8b6c078b07afea334d4f645ea037bf1fb3056bf5908cc02", + "prepared_review_unit_hash": "4f434226885b7bfdfeb8b7746970d9396f02f7eb514dac5d5f36475c962e30b8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5494, + "serialized_chars": 5495, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23895,7 +23942,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5494, + "serialized_chars": 5495, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -23904,18 +23951,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two Mistral-related PRs overlap on tokenizer internals, but they address different changes: one is a refactor moving `MistralConverter`, the other adds tekken tokenizer detection/conversion/save support. They are related by code area, not the same mergeable fix.", - "confidence": 0.92, + "summary": "These are related Mistral integration PRs, but they implement different changes: one is a refactor that moves MistralConverter into the integrations package, while the other adds tekken tokenizer detection/conversion/save utilities. They share files and subsystem, but not the same concrete bug or change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the more substantial, user-facing change and best represents this cluster\u2019s Mistral tokenizer work; #46603 is mainly a code move/refactor.", + "canonical_pr_reason": "PR #46604 is the broader, more feature-complete Mistral change set and is the better representative of the cluster, but it is not a duplicate of #46603.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the best representative because it introduces the concrete tokenizer functionality, while #46603 is just package reorganization.", + "best_pr_reason": "PR #46604 is the strongest standalone PR here because it introduces new tokenizer functionality and tests, whereas #46603 is primarily an internal move/refactor of an existing converter.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different underlying changes: #46603 relocates `MistralConverter` into the integrations package, while #46604 adds tekken tokenizer detection, conversion, and save utilities. They touch similar files but are not the same concrete bug fix or a single mergeable PR." + "reason": "Reject: the PRs touch the same Mistral files, but #46603 is a packaging/refactor move for MistralConverter while #46604 adds tekken tokenizer detection and save/conversion behavior. They are different code-path changes and would not plausibly be merged as one duplicate fix." } ] }, @@ -23929,7 +23976,7 @@ { "label": "pull_request", "component_index": 36, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23948,52 +23995,52 @@ "pull_request:46741|pull_request:46748", "pull_request:46748|pull_request:46773" ], - "prepared_review_unit_hash": "45211fee64fd1dd2819c5059886e2a34811ea1fbfe5af14895ecd1ad4813278f", + "prepared_review_unit_hash": "9fb4ef49d12534ad76d4e2ef7c742f7cf9c0c928ecf3f11a47e993913f7613d1", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7883, - "estimated_input_tokens": 1971, - "estimated_eval_tokens": 4198 + "serialized_chars": 7885, + "estimated_input_tokens": 1972, + "estimated_eval_tokens": 4200 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7883, - "estimated_input_tokens": 1971, - "estimated_eval_tokens": 4198 + "serialized_chars": 7885, + "estimated_input_tokens": 1972, + "estimated_eval_tokens": 4200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate pull requests addressing different bugs in different code paths: Mamba2-style chunked prefill/speculative decoding, cache prefetch device placement, and padding-mask application for batch size 1 in linear-attention models. They share only broad model-family similarity, not the same underlying change.", - "confidence": 0.98, + "summary": "Three open PRs cluster loosely around runtime correctness fixes in transformer model internals, but they address different bugs: chunked-prefill/speculative decoding in Mamba2-style mixers, offloaded-cache prefetch device mismatch, and padding-mask application for batch-size-1 in linear-attention models.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46773 is the best canonical PR for the cluster because it fixes a concrete, clearly described bug with the broadest impact across multiple linear-attention model implementations and has the most generalizable reproduction pattern.", + "canonical_pr_reason": "PR 46773 is the broadest cross-model fix in the cluster and the most representative of a shared runtime-correctness pattern, while the others are narrower model-specific or cache-utility fixes.", "best_issue_reason": null, - "best_pr_reason": "PR 46773 is the strongest representative: it addresses a specific correctness bug, spans several affected model files, and is easier to summarize as the cluster\u2019s most substantial standalone fix.", + "best_pr_reason": "46773 has the widest direct applicability across multiple linear-attention models and cleanly captures one concrete bug class, making it the strongest representative PR here.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "Different bugs and code paths: 46741 fixes chunked-prefill/speculative decoding in Mamba2/Zamba2/Nemotron-H conv state handling, while 46773 fixes padding-mask application for batch size 1 in linear-attention models." + "reason": "Different code paths and bugs: 46741 fixes Mamba2 chunked-prefill/speculative decoding in specific models, while 46773 fixes padding-mask application for batch-size-1 across linear-attention models." }, { "left": "pull_request:46741", "right": "pull_request:46748", "accept": false, - "reason": "One is a model-forward sequencing fix, the other is a cache prefetch/device-placement fix; they do not appear to solve the same concrete problem." + "reason": "One is a model-forward mixer fix; the other is a cache.prefetch/offload device mismatch fix in shared cache utilities. They are not the same underlying issue." }, { "left": "pull_request:46748", "right": "pull_request:46773", "accept": false, - "reason": "46748 changes offloaded cache prefetching behavior in cache_utils, whereas 46773 changes padding-mask logic in multiple model forwards. Shared broad subsystem only, not the same bug." + "reason": "46748 addresses offloaded cache prefetch device mismatches, whereas 46773 addresses skipped padding masks in linear-attention models. Different subsystems and failure modes." } ] }, @@ -24003,6 +24050,72 @@ "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 37, + "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-46753-2", + "nodes": [ + "pull_request:46753", + "pull_request:46778" + ], + "soft_pairs": [ + "pull_request:46753|pull_request:46778" + ], + "prepared_review_unit_hash": "d4befb28cb7d92ac7de5bef007853e0ef853bcea9183629c40bbfb7c71d4676c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4478, + "estimated_input_tokens": 1120, + "estimated_eval_tokens": 2496 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4478, + "estimated_input_tokens": 1120, + "estimated_eval_tokens": 2496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests implement the same fix in `apply_chat_template` for empty conversations, touching the same code path and tests with only minor wording/test-harness differences. They are duplicate PRs rather than separate changes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46778 is the better canonical PR: it is the more polished follow-up with clearer error text and the same underlying code-path fix, so it best represents the intended change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46778 is the strongest representative because it matches PR 46753\u2019s fix while using clearer messaging and slightly more complete test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46753", + "right": "pull_request:46778", + "accept": true, + "reason": "Same underlying bug fix: both add an empty-conversation guard in `apply_chat_template` and update the same test file for the same issue target. Differences are cosmetic, so they are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target the same issue, touch the same files and code path, and differ mainly in the error text plus a test decorator/harness detail. The soft-edge verdict is conservative enough, and these changes look mergeable as a single bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null } ] } diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 757c610329608a4b4b79a69311fddad0b4291aa8..461290b14f7339f85c157e2cb684460d4befacdf 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260619t180015z", + "analysis_id": "hybrid-model-20260620t000023z", "archived_artifacts": { - "hybrid": "snapshots/20260619T180015Z/analysis-runs/hybrid-model-20260619t180015z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260619T180015Z/analysis-runs/hybrid-model-20260619t180015z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260620T000023Z/analysis-runs/hybrid-model-20260620t000023z/analysis-report-hybrid.json", + 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"target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45290-4", + "canonical_pr_number": 46753, + "duplicate_pr_numbers": [ + 46778 + ], + "target_issue_number": 46752, + "reason": "PRs in cluster-45290-4 are treated as duplicates because they converge on issue #46752 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-45987-3", + "canonical_pr_number": 46173, + "duplicate_pr_numbers": [ + 46474 + ], + "target_issue_number": 45987, + "reason": "PRs in cluster-45987-3 are treated as duplicates because they converge on issue #45987 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 46546, + "duplicate_pr_numbers": [ + 46310 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46504-3", + "canonical_pr_number": 46716, + "duplicate_pr_numbers": [ + 46504, + 46563 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46504-3 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45290-4", + "issue_number": 46752, + "reason": "Issue #46752 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 0 discussion comments plus 4 inbound references.", + "score": 144.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260620T000023Z/analysis-runs/hybrid-model-20260620t000023z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260620T000023Z/analysis-runs/hybrid-model-20260620t000023z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..6de682a0f7f5acdecc7d3ed13b2c751cece036fa --- /dev/null +++ b/snapshots/20260620T000023Z/analysis-runs/hybrid-model-20260620t000023z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,24121 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260620T000023Z", + "generated_at": "2026-06-20T00:09:04Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", 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"issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:24643|issue:30277", + "issue:34928|issue:44805", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:45800|issue:46515", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + 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FineGrainedFP8 failure are different bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT export and Qwen3 auto device mapping crash are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG docs are different changes." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup for v5 removals, but they target different removed items and are not the same concrete change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training issues: TRL SFT embedding unpacking vs resume-training with remote code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape mismatch and Gemma4 device mismatch are different forward-pass bugs." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms: Bert ZeRO-3 empty-index failure vs mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert index error is unrelated to resume-training with local remote-code models." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are index/shape runtime errors, but they affect different models and failure mechanisms." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch is not the same as Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different bug classes: tensor mask mismatch vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training problem and broken Nemotron example are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video embedding StopIteration and resume-training with remote code are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert index error is unrelated to the remote-code resume-training issue." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "DeepSpeed collective mismatch is a different failure from the Bert ZeRO-3 empty-index bug." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "These describe the same underlying ZeRO-3/Bert empty-index failure with 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"issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputation mismatch is unrelated to mask-shape indexing failure." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both concern Qwen3.5 MoE rotary embedding, but the reported failures are different enough that they do not look like the same concrete bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 empty-index failure and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing tensor-size mismatch is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure modes; no shared code path." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and GPT-OSS AMD GPU failure are different issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video-token mismatch are different multimodal bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3Config missing attribute and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device-map mismatch and expensive reverse embedding lookup are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility, just phrased differently." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen-3 NVFP4 runtime failure are not the same underlying problem." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation checkpointing mismatch is unrelated to Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different dtype/runtime failures in different models and devices." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch and Qwen-3 NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image dtype mismatch are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 multimodal dtype issue and Nemotron example breakage are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different models, devices, and failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to TRL SFT embedding unpacking failure." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different subsystems: TRL embedding unpacking vs GPT-OSS tensor parallel." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3/Bert-related, but the titles point to different concrete scenarios and I would not merge them as the same bug without stronger evidence." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation fixes for v5 removals, but they cover different removed features and different pages." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Repeated pair, but still unrelated bugs: autocast dtype mismatch vs MPS histogram op limitation." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "TRL SFT embedding issue and MPS histogram error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy and Phi-tiny-MoE autocast mismatch are different problems." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to the trainer signature change." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing tensor-size mismatch and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy path and mask/tensor indexing mismatch are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch 2.4.1 incompatibility and v5.9.0 USE_DISTRIBUTED=0 breakage are different compatibility issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the cluster is presented as mostly heterogeneous, and the two accepted duplicate families are supported by the packet (43596/43638 and 45800/46515). The soft-edge rejections stay conservative and do not overclaim matches." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 2, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "ac4e3bf453bff129aa5b79b871dc3f990894d9c8696d2f3804a930d4bca4a3c8", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38902, + "estimated_input_tokens": 9726, + "estimated_eval_tokens": 19708 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous issue reports with no clear PR cluster. The only strong duplicate-like pair is the v5 AutoTokenizer wrong-token-ID regression affecting Granite and other models.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45920 is the best representative issue: it states the broad v5 AutoTokenizer regression across multiple model families, which cleanly subsumes the narrower Granite-only report in issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the most suitable global issue to keep because it is broad, concrete, and clearly captures the shared tokenizer regression seen in the only accepted soft match.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading failures: a corrupted Ovis2 checkpoint versus missing Sam3 text encoder weights." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated failures: PaddleOCR-VL loading in vLLM versus a USE_DISTRIBUTED=0 build/runtime break." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both mention ZeRO-3, but one is Gemma3-specific loading and the other is a BertModel init failure; not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different subsystems and symptoms: Gemma3TextConfig sliding_window attribute error versus Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different docs and different changes." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different runtime incompatibilities: Float8 storage lookup versus distributed build support." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Completely different domains: AMD GPU execution versus table-question-answering crash." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are model-specific forward/input issues, but the model families and failure modes differ." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "DeepSeek detokenization regression and RAG docs problems are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model paths: Voxtral processor failure versus Gemma4 device placement mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint is unrelated to DiffusionGemma NVFP4 compatibility." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG documentation are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage and USE_DISTRIBUTED=0 support are separate regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader report and 45812 is a narrower Granite-specific instance." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is unrelated to distributed build support." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint versus checkpoint loading implementation failure are different causes." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to RAG example docs." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they involve different models and different error contexts." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors under ZeRO-3, but one is a mask/tensor shape mismatch and the other is an init-time zero-size tensor issue." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure and table QA task crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are different failures." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization regression and table QA crashes are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 Bert init error and torch/transformers version incompatibility are not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and pydantic config breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat use, but the reported crashes and code paths are different enough to keep separate." + }, + { + "left": "issue:44589", + "right": "issue:45685", + "accept": false, + "reason": "Float8 storage lookup and MPS histogram-on-Int failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and MPS histogram support are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window config error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different model/runtime problems: grouped_mm tracing versus autocast dtype mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight-tying bug and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are errors, but one is a mask shape mismatch and the other is a Gemma3 ZeRO-3 loading issue." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback logic and remote-code config_class handling are different problems." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are separate issues." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet, and the only accepted soft pair (issue:45812 / issue:45920) is supported by the titles as the same broad v5 AutoTokenizer regression. The other verdicts are generally conservative, with no clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 3, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661" + ], + "soft_pairs": [ + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "issue:43975|issue:44292", + "issue:44292|issue:45507" + ], + "prepared_review_unit_hash": "3ad5c355bce967cc8ec52d20614de340075ad009fbdd7859c574c91bf7b32f8a", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37142, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with a few small duplicate-like subgroups: Qwen3.5 video-input regression, SigLIP2 bad-output regression, custom-module cache/path collision, and input-validation error messaging. Most other pairs are unrelated model-specific failures and should stay separate.", + "confidence": 0.72, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole cluster; it spans several unrelated bug families rather than one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a broad umbrella, issue 45020 is the closest high-level regression report, but it is still too generic to serve as a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different problems: int4 quantization OOM vs tied-weights handling on translation models." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different code paths: generic mask-shape IndexError vs Qwen3.5 unpacking with TRL SFT trainer." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failures: Mixtral grouped_mm tracing error vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different surfaces and root causes: autocast dtype mismatch on Phi MoE vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support request is unrelated to Qwen3.5 streaming inference." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is an init_empty_weights argument error; the other is a Pydantic/config-field regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug is unrelated to PretrainedConfig/Pydantic breakage." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: tracing/grouped_mm vs missing Float8 storage object." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but image-preprocessor dtype mismatch and video token/feature mismatch are different bugs." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Broad version-compatibility complaints, but different layers: remote_code breakage vs torch/transformers incompatibility." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Different failures: mask/tensor shape mismatch vs DeepSpeed ZeRO-3 empty-tensor index error." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same underlying Qwen3.5 video-input regression; 46294 looks like a specific manifestation of the broader v5.3.0 video/template bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 regression family: both report broken/nonsensical outputs for the same base model variant." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: composite config unwrap issue vs uninitialized rotary-embedding memory after meta to_empty materialization." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Unrelated: FlashAttention 2 issue vs remote-code model_class/config_class AttributeError." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and failures: Mistral-3 multimodal dtype mismatch vs Qwen3.5 input-embedding unpacking in TRL." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight requirement is unrelated to Qwen3.5/TRL embedding unpacking." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different models and symptoms: high perplexity on GPT-OSS vs GLM5 issue." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook/custom-model initialization breakage is unrelated to FlashAttention fallback gating." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to custom-module loading/cache path collisions causing the wrong remote-code module to be loaded." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Specific lm_head tying bug in Mistral3 is not the same as the broader translation-model tied-weights issue." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8 config failure on Qwen3-MoE is unrelated to FlashAttention fallback checks." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type crash is unrelated to tied-weights behavior." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is a different issue from tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the removed transformers run command docs issue." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weights regressions." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Typo in cache strategies is unrelated to stale v5 docs mentioning the removed run command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and paths: Qwen3.5 input embedding unpacking vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation-message bug family; 46463 appears to be the T5-specific instance of the broader XOR validation issue." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenization edge cases." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek-Coder detokenization regression is unrelated to Qwen-3 NVFP4 execution failure." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and root causes: NVFP4 runtime failure vs GraniteMoEHybrid invalid method." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The accepted pairs are plausibly the same bug family, and the rejected pairs are appropriately cautious rather than overreaching. No canonical target is forced beyond the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 4, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46489" + ], + "soft_pairs": [ + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:43054|issue:43493", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:45081|issue:45399", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "2dcd6e6a049060b2b21eb03adb4c8a11a80699f21097aef020fbd3db8c7b74bb", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38206, + "estimated_input_tokens": 9552, + "estimated_eval_tokens": 19360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is dominated by one clear duplicate family around v5 non-persistent-buffer corruption, centered on issue:43950. Most other pairs are only broad-theme related; in particular issue:43643 vs issue:45020 should be treated as related-not-duplicate, not merged as the same bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43950 is the strongest duplicate hub: it states the core non-persistent-buffer corruption regression directly and has the clearest re-report trail from nearby variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative issue because it captures the underlying regression cleanly rather than a downstream symptom, and it anchors the tight duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 non-persistent-buffer corruption/junk-buffer regression." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a docs/example failure and the other is a model quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both describe the same non-persistent-buffer corruption during loading in Transformers 5.x." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer signature breakage and Gemma3 ZeRO-3 loading failure are different code paths." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes init-kwarg incompatibility and Float8 storage lookup failure are distinct issues." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both are Qwen3.5/dtype-adjacent, but one is autocast mismatch and the other is a flash-attn crash from 3D position_ids." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "46489 looks like a specific DeepSeek-Coder tokenizer regression within the broader wrong-token-IDs family reported in 45920." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Embedding quality drift and tokenizer-version behavior change are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities and worse text embeddings are different symptoms with no clear shared root cause." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer materialization/corruption problem, just reported with different models." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and missing all_tied_weights_keys on Molmo are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5 rotary/attention code, but the concrete failure modes differ." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 output-quality complaint versus HF-vs-JAX implementation discrepancy are related only at a high level." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient-checkpointing ineffectiveness and int4 reserved-memory growth are different memory problems." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states rebuild bug is separate from the Qwen3_5Moe uninitialized buffer issue." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with different root causes." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic load-noise complaint and inability to load a specific model are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek-Coder detokenization regression and Python 3.13 flash_attn import failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "These are separate model-loading complaints without a shared concrete code path." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-shape error and early-stopping metric lookup are unrelated training issues." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are both memory-related but not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "They share a broad remote_code theme, but the packet only supports related loading regressions, not the same concrete defect." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FineGrainedFP8 failure are different model/config problems." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import failure and bitsandbytes Int8Params incompatibility are separate issues." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram op-not-implemented and Gemma4 device mismatch are different runtime/model failures." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error and GLM5 are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are loading failures, but on different models and different causes." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regressions and Gemma4 PLE device mismatch are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex crash and flash-attn2 fallback gating are separate tokenizer vs attention-selection problems." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping add-new-model-like failure and remote_code regression are different code paths." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device placement mismatch are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA incompatibility across versions and a tie_word_embeddings warning are not the same underlying issue." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code breakage and Kimi-K2.5 tokenizer regression are different bugs despite both touching v5 loading behavior." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but one soft-edge acceptance is too strong for the packet: issue:43643 vs issue:45020 share a broad `remote_code` theme, yet the packet only supports them as related loading regressions, not clearly the same concrete bug. I\u2019d keep that pair as related-not-duplicate. The non-persistent-buffer cluster summaries look well supported." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 5, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46661" + ], + "soft_pairs": [ + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:43404|issue:43950", + "issue:42915|issue:43872", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44479|issue:44560", + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:41093|issue:44805", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "ca5a4ced789ca38f1cbb68176da25ab3740e33a55301f9a73099c8372bb12df5", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36634, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated Transformers bugs around loading, tokenizers, DeepSpeed, and model-specific regressions. The only clear duplicates are the docs pipeline-removal pair, the mask-shape IndexError pair, and the bitsandbytes/init_empty_weights _is_hf_initialized pair.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s dominant theme: recent v5 regressions that break model loading, especially for remote-code models. It\u2019s more central than the highly specific model- or error-message-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best single issue to anchor this cluster because it captures the widest shared failure mode across several nearby loading/regression reports, even though most items are not true duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different APIs and different slow-paths (skip_special_tokens iteration vs many added tokens)." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: v5 removed pipeline tasks but the documentation still references summarization/translation pipeline usage." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenization, but they describe different model families and different failure modes; not the same concrete bug." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both are model-loading/config issues, but one is composite Qwen multimodal config handling and the other is remote-code model_class/config_class handling." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same root cause: unexpected _is_hf_initialized handling in model init/bitsandbytes paths under transformers 5.x / init_empty_weights." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is an untied lm_head weight in a specific model class; the other is silent corruption of non-persistent buffers in from_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Different failure classes: FineGrainedFP8Config on Qwen3Moe vs bitsandbytes/_is_hf_initialized constructor incompatibility." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Related broadly to remote-code loading, but not the same bug or code path." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both involve Whisper/audio, but the titles point to different layers: a model failing to run vs a specific feature-extraction helper issue." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed and Qwen3-family training/loading, but one is weight conversion/loading and the other is gradient averaging with GAS." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they concern different models and different symptoms." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is a PEFT/LoRA behavior bug and the other is a missing model capability flag on a remote-code variant." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Completely different errors: Trainer compute_loss signature mismatch vs tensor mask shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading issues, but the affected model families and missing parameters differ enough that they are not clearly the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model loading failures, but for unrelated architectures and no shared concrete code path." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video regressions in v5.3.0, but one is a broad input regression and the other is a StopIteration in a specific embedding variant." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different attention-related failures: gradient explosion from position_ids/SDPA fallback vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-loading reports for different models; only the theme overlaps." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are the same mask/tensor shape mismatch IndexError, just with different concrete shapes reported." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Unrelated: DeepSpeed training weight shape error vs segmentation-map preprocessing bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different bugs in different models: PagedAttentionCache/group type failure vs checkpoint loading failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading problems, but one is NemotronH checkpoint loading and the other is Sam3 text encoder weight loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support vs autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "No common bug: ZeRO-3/BertModel index error vs torch 2.4.1 incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different model-support issues: gpt-oss GGUF vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both are position/rotary-embedding issues, but they affect different model families and distinct code paths." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Different root causes and symptoms: ZeRO-3/Bert init index error vs torch version incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 bugs, but one is an FSDP2 shared_kv_states KeyError and the other is a device placement mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative about heterogeneity. The three accepted soft edges are well supported by the issue titles and descriptions: the docs pipeline-removal pair, the mask-shape IndexError pair, and the bitsandbytes/init_empty_weights _is_hf_initialized pair. The rejected links are generally framed cautiously as related themes rather than duplicates, which fits the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 6, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45584", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43366|issue:44589", + "issue:43716|issue:44560", + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:43550|issue:44910", + "issue:44683|issue:46515", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44560|issue:44805", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:46459|issue:46512" + ], + "prepared_review_unit_hash": "bcb268c67da88bf3e3e8f6d2778ed1775fa2ea56f07fafde88e0c9f0bcf44519", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37470, + "estimated_input_tokens": 9368, + "estimated_eval_tokens": 18992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports with a few strong duplicate clusters around the non-persistent-buffer v5 regression, SigLIP2 output issues, custom-model initialization, and config-validation load failures. I downgraded the BERT pair 44451/44488 to a likely-related symptom rather than a confirmed duplicate, since the titles alone don\u2019t establish the same underlying regression.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43644 is the clearest and earliest statement of the non-persistent-buffer corruption regression, and issue:44534 is the same bug described later with slightly different wording.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 best anchors the cluster because it states the core regression directly and also has the broadest wording among the duplicate candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different bug families: GGUF gpt-oss support vs a Float8 storage lookup failure." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model/path: image preprocessor dtype mismatch vs Qwen3-VL video StopIteration." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/embedding leak vs Whisper empty-transcription handling." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import/export failure for a missing class vs meta-device model loading issues." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs long-OCR index error." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading are distinct code paths." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems: video inference StopIteration vs MPS histogram on Int." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression; the notebook report is a narrower manifestation of the broader issue." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated failures: video StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/compile bugs affecting different models and failure modes." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch versions, but they are different compatibility problems on different releases." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different features: 3d_parallel script failure vs gpt-oss GGUF support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Missing GenerationMixin import is unrelated to Qwen3Moe FP8 failures." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected model families and likely fixes differ." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch is unrelated to a general torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete bugs: video StopIteration vs tensor/mask index mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "add-new-model-like filtering and Gemma4 device placement are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 regression on google/siglip2-base-patch16-224; both describe incorrect outputs from the same model." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 long-input indexing." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": true, + "reason": "Both report stricter config validation blocking otherwise valid model configs, so they fit one fixable load-failure class." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/Bert initialization failure is unrelated to TOKENIZER_MAPPING_NAMES handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same as above: a zero-sized tensor error under deepspeed is not the tokenizer-mapping bug." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map/offload loading failure and mmap OOM on Strix Halo are different problems." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping logic and mask-shape mismatch are separate bugs." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight unpacking are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same non-persistent-buffer junk regression in Transformers v5, just reworded." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is an actual inference regression while the other is a documentation/example problem." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 issues: device-mapping cuda assert vs FineGrainedFP8Config failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and different failures: LoRA reuse vs resize_token_embeddings not propagating." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "These are similar BERT load failures, but the titles alone don\u2019t show the same underlying loading regression, so this is only a likely-related symptom pair." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention failures are different model/code-path issues." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Silent dtype handling for composite checkpoints is distinct from stale config.dtype after from_config()." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the summary is grounded in the packet, but it overstates at least one soft-edge accept: issue:44451 vs issue:44488 are clearly similar BERT load failures, but the titles alone do not justify claiming the same underlying loading regression. I\u2019d downgrade that to a cautious \u2018likely related / similar symptom\u2019 rather than a true duplicate. The rest of the accepted pairs look more defensible." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 7, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:45507|issue:46468", + "issue:45313|issue:45357", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:39692|issue:43994", + "issue:42491|issue:45292", + "issue:43257|issue:43854", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:42491|issue:43931", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:36010|issue:39404", + "issue:44387|issue:44756", + "issue:45663|issue:45859" + ], + "prepared_review_unit_hash": "0f45d23bbf0338efeca2d4a3c2522a5a4cd9873f380507a419698cedf35503ec", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36207, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose collection of unrelated Transformers bugs; only two soft pairs look like true duplicates or near-duplicates with the same underlying code-path bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43404 is the strongest representative of the cluster\u2019s clearest duplicate pair: a concrete missing lm_head weight-tying bug with an explicit affected API and a model-specific manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "43404 is the best overall issue candidate because it is specific, actionable, and ties to a concrete generation correctness failure rather than a broad symptom-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and different failures; both are broken examples, but not the same underlying bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is ZeRO-3 weight loading and the other is incorrect save_pretrained key handling; different code paths." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Unrelated Transformers 5.0 regressions: junk non-persistent buffers vs Jupyter custom-model initialization." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures on different models, but the titles point to distinct bugs rather than one shared root cause." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Memory/offloading symptoms are related broadly, but one is Qwen3 MoE training memory use and the other is quantization offloading behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/OOM, but the underlying causes differ: MoE training memory use vs int4 quantization reserved-memory growth." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the first is a docs/example mismatch and quantization failure while the second is nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different bugs: Qwen3 MoE LoRA compatibility on hf5.x vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading issues: Qwen3 MoE weights not converted under accelerate/deepspeed vs GLM-4.7-Flash load failure." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step calculation and SGD argument handling are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-specific load failures with different symptoms and code paths." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Unrelated: LoRA/qwen3_moe hf4\u2192hf5 compatibility versus Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Too vague to unify; GLM5 loading vs quantized model save/load corruption are not clearly the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading/saving, but extra_state handling and init_empty_weights argument propagation are distinct failures." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers/models and do not clearly share one code-path bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different issues: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both report resize_token_embeddings not propagating to model-specific embedding/output modules; same underlying weight-resize bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash_attention, but one is a Qwen3.5 packed-sequence position_ids crash and the other is an s_aux=None AttributeError." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model-loading problems; no clear shared root cause." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility is a separate issue from meta-device loading breakage." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but the concrete problems differ: offloading behavior vs CUDA reserved-memory OOM." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failure modes; not a duplicate." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and AudioFlamingo3 track leakage are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model/config bugs: Gemma4 FSDP2 shared_kv_states handling vs Qwen 3.5/3.6 text_config unwrapping." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both describe missing lm_head weight tying in multimodal generation models leading to bad/garbage text output; same underlying bug class." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are different issues." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both concern memory, but one is quantization reserved-memory growth and the other is mmap-related OOM on Strix Halo." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model families and different failures: FSDP2 attention state rebuild vs CPU-offload rotary embedding incompatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge calls are conservative overall. The two accepted pairs are well supported by the titles/body themes: 45276\u219445335 for resize_token_embeddings propagation, and 43404\u219443454 for lm_head tying / garbage generation. The rejected pairs mostly distinguish different model families or different code paths without overclaiming duplicate status. One mild caution: the canonical-issue wording should stay a bit softer about being a \u2018duplicate pair\u2019 unless the packet explicitly shows that, but the current phrasing is still reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 8, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46665" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:42947|issue:43381", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:45685|issue:46468", + "issue:44479|issue:44877", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43854|issue:45216", + "issue:42796|issue:46326", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:46315|issue:46491", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530" + ], + "prepared_review_unit_hash": "2b12845dfcf2cc21fc9bb260407d4b879534089da837b66d82ec2a174cf65f10", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37883, + "estimated_input_tokens": 9471, + "estimated_eval_tokens": 19198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer regressions, checkpointing bugs, model-loading breakages, and hardware/dtype issues do not look like one duplicate set. The only clear near-duplicate subcluster is the resize_token_embeddings/output_embeddings reports around 45292.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45292 is the broadest and cleanest representative of the resize_token_embeddings/output_embeddings bug family; the Gemma4 and t5gemma reports look like narrower variants of the same underlying propagation problem.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the strongest standalone issue to keep as the representative bug report because it captures the shared API-level failure without overfitting to one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different models and different quantization/loading symptoms; no shared code-path evidence." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and mmap/OOM mitigation are unrelated problems." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Audio track token leakage and Gemma4 device mismatch are distinct bugs in different subsystems." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is LoRA inefficacy and the other is eval-mode incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer construction and Gemma4 shared_kv_states reuse are different model-specific defects." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and a broken Nemotron example are related only by model family, not by bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45276 is just a Gemma4-specific manifestation of the broader output_embeddings failure." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram support and the Nemotron example issue are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video input regression for Qwen VL models and strict granite_speech config loading are separate issues." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are different code paths." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing and RLHF NaN explosions from 3D position_ids are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "File permission propagation and wrong custom-module loading after save_pretrained are distinct failures." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash test-loading failure and Qwen3.5 save_pretrained regression do not share a concrete bug." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "BPE marker handling and continue_final_message behavior are different tokenizer problems." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and torch.device(\"meta\") loading issues are different failures." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same resize_token_embeddings propagation bug affecting downstream embedding/output layers; model name differs, not the underlying defect." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and Trainer resume max_steps miscalculation are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and ScandiBERT loading failure are not the same underlying bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/load handling are separate regressions." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing Float8 storage support and mmap OOM avoidance are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and autocast dtype mismatch are different issues." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token ID regression is correctness; convert_tokens_to_ids slowdown is performance only." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Slow added-token lookup and CodeLlama leading-space round-trip are distinct tokenizer behaviors." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline breakage and tokenization-version differences are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve custom models, but one is base_model_prefix loading and the other is notebook initialization semantics." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline regression and from_pretrained inside Python classes are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and compile non-template-node error are different code paths." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 compatibility and Gemma4 forward device placement are different problems." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and template-node compilation errors are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video-input regression and mask-shape IndexError are different defects." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of another issue and a PagedAttentionCache crash do not match the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: most pairs are clearly different bug families, and the resize_token_embeddings/output_embeddings trio around 45292 is the only convincingly related subcluster. The accepted soft-edge pairs are conservative and supported by the issue titles, and none of the reject verdicts overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 9, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:44671|issue:44991", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:44164|issue:45759", + "issue:46050|issue:46326", + "issue:43299|issue:43931", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:43716|issue:45084", + "issue:36032|issue:42915", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:43541|issue:45084" + ], + "prepared_review_unit_hash": "fb61fa34205899f846421398544040c07b191a8c0f6e1551922283273956fc90", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35663, + "estimated_input_tokens": 8916, + "estimated_eval_tokens": 18088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers v5-era regressions, mostly around loading/tokenizers/model plumbing, but the soft pairs are not true duplicates of one another. They share broad subsystem similarity, not the same underlying bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43611 is the broadest and most representative issue here: a general Transformers 5.0 model-loading regression centered on core loading behavior. It best matches the cluster\u2019s overall theme without overfitting to one model family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best issue to anchor this cluster because it is a high-level loading regression that reflects the common pattern across the set, while still being concrete enough to label the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-only mismatches, but they concern different documentation problems: return_all_scores vs removed pipeline task names." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "One is a Torch 2.10 compatibility issue; the other is a Qwen3.5 SFT trainer embedding-unpacking failure. Different root causes and code paths." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs is a model/pipeline behavior bug; ModelOutput key assignment with None is a generic container bug. Not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure from torch_compilable_check is unrelated to Perceiver interpolation / non-default resolution handling." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regressions and est-roberta tokenizer loading are different model-specific failures, not one shared defect." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer method-name conflict and gguf_file loading breakage are different tokenizer/loading paths with different failure modes." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline regression and MXFP4 quantization fallback are unrelated model-specific issues." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling and text_config unwrapping in from_config are distinct serialization/config bugs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption and continue_final_message behavior for mistral_common tokenizers are different concrete problems." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3VL MoE loading breakage from a dev version and Qwen3-VL-30B-A3B-Instruct shape mismatch are not the same loading defect." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Isolated reproduction of an earlier issue and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and _patch_mistral_regex backend_tokenizer crashes are different tokenizer failures." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is mmap/OOM on Strix Halo. Different causes and mitigations." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel index error and compiled flex_attention torch>=2.9 failure are unrelated runtime/compiler issues." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state save/load handling and video-input regression in v5.3 are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert and mistral regex patch crashes are separate tokenizer-loading failures." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "cjvt/sleng-bert loading and physical-intelligence/fast loading failures are distinct model/tokenizer issues." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading while the other is junk-filled non-persistent buffers. Not the same code-path bug." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json in AutoTokenizer and DeepSeek-Coder tokenizer corruption are different tokenizer bugs." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling and Mistral3 lm_head weight tying are unrelated issues in the same general family." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-node compilation failure are different multimodal/compilation problems." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU allocation bug and Qwen3.5 MoE rotary embedding CPU-offload incompatibility are different device-placement issues." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3Model text encoder weight loading are different model-loading regressions." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like mapping behavior and torch.export / torch_compilable_check failures are different developer/runtime paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crashes are unrelated bugs." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure in Mixtral and non-template-node compilation errors are different compiler/tracing issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 10, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46326" + ], + "soft_pairs": [ + "issue:43582|issue:43632", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:36032|issue:43645", + "issue:40444|issue:46326", + "issue:45084|issue:45507", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:43262|issue:43377", + "issue:43746|issue:46326", + "issue:42915|issue:45084", + "issue:43883|issue:44991", + "issue:44403|issue:45081", + "issue:44464|issue:45987", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:43377|issue:43819", + "issue:42915|issue:44291", + "issue:43994|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:36032|issue:43742", + "issue:42915|issue:44589" + ], + "prepared_review_unit_hash": "b488ed01e7de08cad4f42bd40f0731353b0333175ca6088c0ea8b8f229932a14", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38005, + "estimated_input_tokens": 9502, + "estimated_eval_tokens": 19260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous, with mostly unrelated bug reports plus one clear duplicate family around GGUF loading. There is no meaningful PR cluster here; the best issue anchor is the broad v5 regression ticket that has the clearest duplicate relationship in the set.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43644 is the clearest duplicate anchor among the items: it is a concrete v5 regression and has an almost verbatim twin in 44534, making it the strongest representative of the cluster\u2019s most duplicate-like subthread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best single representative of the set because it is the cleanest, most specific duplicate-worthy report, while most other items are unrelated one-off regressions or model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different failures: Apple Silicon allocator warmup TypeError vs. _is_hf_initialized flag regression." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen, but one is FP8 config failure and the other is PagedAttentionCache linear_attention handling; different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely different regressions." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity issue vs. tokenizer backend post-processor update bug; unrelated behavior." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is about non-persistent buffers and the other about custom model initialization; not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking vs. Qwen2.5-VL multi-image iterable dataset failure; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend packaging/registration, but they describe different backend problems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens and the other is empty transcription after align_special_tokens; different defects." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but the reported crashes and code paths differ." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo vs. failure loading a specific BERT model; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer API conflict vs. custom model initialization breakage; different problems." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL multi-image batching vs. mistral_common continue_final_message behavior; unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "TypeError compiling template nodes vs. GraniteMoEHybrid invalid method call; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF loading regression: generic gguf_file/from_pretrained breakage, with 43482 a specific Qwen2.5-GGUF instance." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map=auto offload/dequantization failure is a different code path from GGUF loading." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but they affect different models and do not show the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate defaulting vs. MIMI batch-padding-mask discrepancy; unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT/local checkpoint loading vs. mistral_common chat-template behavior; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs. template compilation error; unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Tied-weights attribute error vs. tokenizer loading failure for a different model; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs. Mistral regex patch crash; different issues." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache seq-length contract bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is custom model init and the other is non-persistent buffer corruption; not clearly the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in Jupyter is distinct from buffer initialization corruption." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen family issues: hidden-states bug vs. rope-index temporal scaling bug." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a model-specific tying bug and the other is a serialization inconsistency; not the same defect." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different model families and failure modes, only loosely similar because both involve mismatches between expected and actual outputs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 Qwen3Moe failure vs. init_empty_weights/_is_hf_initialized TypeError; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model preprocessing issues; not the same underlying bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "General model loading failure vs. Mistral tokenizer regex patch crash; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading problems with different triggers and code paths." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection vs. TrainerState token-count tracking; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method conflict vs. MobileLLM key error; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure vs. missing Float8 storage type; different low-level problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The chosen anchor around issue 43644/44534 is well supported, and the only accepted soft pair (43452/43482) looks plausibly duplicate-like from the titles. The other pairwise rejections are appropriately cautious and do not overstate similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 11, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:44479|issue:45325", + "issue:43322|issue:43540", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:43632|issue:44756", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43632|issue:44534", + "issue:43482|issue:45538" + ], + "prepared_review_unit_hash": "3babbe25b08339f9d6d9d676626b9a8822d410505837cd7ec5cd1ace86e85c40", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35680, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: several unrelated model/tokenizer/regression reports are loosely similar, but none of the soft pairs look like true duplicates of the same underlying bug/change. I would not merge any pair.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Performance/profiling issue about per-token GPU syncs vs a cache API contract bug; different code paths and symptoms." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken argument conflict vs model loading failure for a specific checkpoint; unrelated failures." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check bug vs processor image-size mismatch; not the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL/video-image behavior, but one is a v5.3 video-input regression and the other is a still-image RoPE position-id scaling bug; distinct paths." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models and different failures: Llava Next segfault on load vs Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE vs strict config loading for granite_speech; no shared bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer class method conflict vs auto device mapping CUDA assert; unrelated subsystems." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained regressions, but they report different incorrect outputs/keys and appear to be separate fixes." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure vs slow convert_tokens_to_ids regression; different behaviors and likely different fixes." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility failure vs noisy loading output; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding_window; unrelated issues." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug vs compiled flex_attention failure on newer torch; different code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Model loading with base_model_prefix vs non-persistent buffer initialization junk; both v5 regressions but not the same issue." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure vs still-image temporal position-id scaling bug; different multimodal problems." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression vs mmap/OOM on Strix Halo; unrelated failures." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both tokenizer regressions, but one is wrong Granite token IDs and the other is a leading-space round-trip issue in CodeLlama; distinct bugs." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic noisy-load report vs tokenizer load failure for EMBEDDIA/est-roberta; not duplicates." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper inference failure vs missing Float8 storage object; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing behavior vs missing supports_gradient_checkpointing flag on a trust_remote_code model; related concept, different concrete defect." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs PEFT local-checkpoint loading; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized constructor issue vs Float8 storage lookup failure; different bugs." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL finetuning/training, but the failures are different and not mergeable into one fix." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; unrelated implementation areas." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b vs Whisper batch_decode skip_special_tokens behavior; no shared bug." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker issue vs accuracy regression on a model after upgrade; too broad and not the same underlying problem." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading with transformers v5 vs Llama4Config missing pad_token_id; different model/config failures." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values vs iterable-dataset multi-image finetuning; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is an init-flag breakage and the other is non-persistent buffer corruption; not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 12, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:43531|issue:44291", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:44079|issue:44534", + "issue:41720|issue:45081", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43818|issue:46402", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:43818|issue:45357", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:43792|issue:43957", + "issue:45325|issue:45381", + "issue:43493|issue:43994", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:40444|issue:45381", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43632|issue:45072", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381" + ], + "prepared_review_unit_hash": "82aa4b7cedd6fa54b33e07af764ea85fb06c77f8269a7d6ff3472b70720138ed", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36578, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous regression reports. The strongest duplicate groups are the Qwen2.5-VL position-id bugs (45325 \u2194 45381) and the SigLIP2 implementation mismatch (43493 \u2194 43994). The 40444 \u2194 45381 pair is related-sounding but not evidenced strongly enough to treat as a duplicate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45325 is the best canonical issue because it states a concrete Qwen2.5-VL `get_rope_index` / position-id regression, names the affected version, and is the clearest root-cause report in the strongest duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the best representative issue for triage because it is the most specific, actionable, and appears to subsume the closely related Qwen2.5-VL video/position-id reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Different failure modes: tokenizer-loading error messaging vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related regressions, but they point to different concrete bugs: Qwen3-MoE sliding-window behavior vs `_is_hf_initialized` argument handling." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is dequantized model offload loading failure; the other is Qwen3 MoE training memory usage." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend overlap only; missing TensorFlow extra and tensorboard-without-TF runtime error are not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special tokens, but one is runtime post-processor updates and the other is a BOS/EOS regression in a specific tokenizer." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated regressions: ModelOutput key assignment versus non-persistent buffer initialization." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different models and code paths: Qwen3 auto device mapping crash vs Mistral regex patch crash." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both mention degenerate training, but the concrete causes differ: flash_attention_3 behavior vs `num_labels=1` loss handling." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one ignores `tokenizer.json` and the other produces wrong token IDs for Granite models." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 init/load regressions, but the titles indicate distinct breakages rather than one underlying bug." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/masking-related, but the affected model and root cause differ: MIMI padding masks vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different architectures and symptoms: Video-LLaVA tower wiring vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend issue vs vLLM loading failure for PaddleOCR-VL; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk fill and ModelOutput key assignment are unrelated regressions." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs in different models: Video-LLaVA tower setup vs Qwen3.5 visual-encoder save_pretrained keys." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export / `torch_compilable_check` failure is unrelated to bf16 dtype mismatches." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different load paths and models: Whisper runtime failure vs meta-device loading regression." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen2.5-VL position-id regression: one reports still-image scaling and the other video position-id behavior, both pointing to the same broken multimodal position handling." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Strong duplicate candidate: both describe the same SigLIP2 implementation mismatch, one from HF-vs-JAX comparison and one from the user-visible bad outputs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head / weights, but one is tied-weight setup and the other is device-dependent serialization; not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 long-OCR index errors are different failures." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Only broad multimodal similarity is shown; the packet does not establish the same bug or root cause, so this is related but not a duplicate." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and failure causes: Qwen3Moe FP8 config vs Qwen2.5-GGUF loading." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "`init_empty_weights` argument mismatch is unrelated to strict config parsing for granite_speech." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` flag regression and bf16 dtype mismatch are separate issues." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization changes are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL position-id scaling." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL vision position IDs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but one soft-edge acceptance is too strong for the evidence available. In particular, 40444 \u2194 45381 is only supported by broad Qwen2.5-VL multimodal similarity from the titles; the packet does not establish the same bug or root cause, so that should be treated more cautiously (related/uncertain rather than duplicate). The rest of the rejections look conservative, and 45325 \u2194 45381 / 43493 \u2194 43994 are the strongest duplicate candidates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 13, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:45072", + "issue:45584", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:35707|issue:41720", + "issue:43881|issue:44488", + "issue:34634|issue:35707", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:43454|issue:45072", + "issue:42796|issue:46209", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43526|issue:43883", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617" + ], + "prepared_review_unit_hash": "15f6718387fca34d2be9416c6816495c053ac1097751ba82cc9dc933c4daa6a4", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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": "This cluster is a loose collection of unrelated bug reports across tokenizers, loading/offload, multimodal processors, training, and model-specific regressions. I would not merge any of the soft pairs; they share broad subsystem themes at most, not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "No single true canonical issue stands out because the cluster is heterogeneous; if a representative is needed, issue 43873 is the broadest offloading/quantization report and has the most cross-cutting discussion, but it is not a duplicate anchor for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best cluster representative because it is broad, currently open, and has the most inbound references, but it still describes a different bug than the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "One is a PaddleOCR-VL/vLLM load failure; the other is a broad torch/transformers incompatibility report. Different failure modes and code paths." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both involve multimodal models, but one is a video-input regression and the other is a Gemma4 PLE device-mapping forward error. Not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for Bark-small is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation failure are unrelated symptoms in different models." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaults and GraniteSpeech PEFT checkpoint loading are separate audio/loader issues." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values progressive generation and Qwen3 auto device-map cuda asserts are different generation vs placement bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for different models and likely different causes; not enough to indicate one shared defect." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset behavior is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision weight tying and Bamba torch.compile SDPA failure are unrelated model internals." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload device mismatch is not the same as DAC.from_latents diverging from forward without STE." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 documentation errors and Qwen2.5-VL iterable-dataset finetuning failures are different kinds of issues." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device mapping, but Qwen3 cudaErrorAssert and Gemma4 PLE forward mismatch are not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and torch.export/exportability failures are unrelated subsystems." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and OmDet-Turbo processor/model size mismatch are different preprocessing bugs." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window off-by-one in MoonshineStreaming and slow convert_tokens_to_ids are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and a missing gradient-checkpointing flag on Nemotron are different model-loading/config issues." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "mdeberta-v3 special-token addition regression and broader AutoTokenizer wrong-token-ID regression are related only at a very high level, not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying in AyaVision and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are entirely different problems." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offload/quantization, but one is dequantized-model loading on gpu+cpu offload while the other is a broader offloading regression; not the same concrete failure." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask output mismatch and Perceiver non-default-resolution failure are different model-specific issues." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b and gradient checkpointing ineffectiveness with LoRA are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different model/runtime issues." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk on v5 are both loading-related but not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx regression and composite Qwen text_config unwrapping are separate config issues." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault on load and sinq save/load quantization breakage are different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading problems, but Qwen3 auto device-map asserts and Llava Next segmentation faults are not the same code-path bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss signature mismatch and 3d_parallel.py runtime failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 14, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46665" + ], + "soft_pairs": [ + "issue:43881|issue:44991", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43065|issue:46402", + "issue:43873|issue:44756", + "issue:44186|issue:45072", + "issue:26413|issue:28530", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:44008|issue:45823", + "issue:36010|issue:42617", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:28530|issue:33666", + "issue:42915|issue:46291" + ], + "prepared_review_unit_hash": "b164178f80a5b6b8e285d225411cefc8eda4742a1c98479e610935f643df7369", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36178, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated regression reports; none of the soft pairs look like the same underlying bug/change closely enough to merge. The closest thematic overlap is around Transformers 5.x loading/init regressions, but the concrete failure modes differ.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43646 is the broadest release-level regression in the set and the best umbrella representative for the cluster, even though the overall group is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 has the widest scope and reads like the most general user-facing breakage among the listed issues, so it is the least bad canonical issue choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but one is a model-loading failure and the other is a tokenizer-loading failure for a different model; no shared code-path bug is evident." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Quantization OOM from reserved memory and an apex RMSNorm memory leak are different failure modes and likely different fixes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different symptoms and code paths: cuda assert during auto device mapping vs flash-attention generation breakage." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API incompatibility and a Qwen3MoE FP8 failure are unrelated problems." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading are separate issues with different triggers." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is tied-weight serialization and the other is incorrect visual encoder keys; different model paths." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "A batched video processor shape bug and a tokenization-version regression are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on a model is not the same as tokenization changing across versions." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3-VL device-mapping crash and a 3d_parallel.py execution failure do not point to the same underlying bug." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is missing text encoder weights." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload behavior and a Strix Halo mmap OOM are different system-level problems." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/padding and dtype mismatches in inference are not the same bug." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume failure and early-stopping metric resolution are separate Trainer issues." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure and packed-weight unpacking during accelerate loading are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype not propagating and resume max_steps miscalculation are different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and failures: compile/SDPA vs CPU offload device mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression and tokenization-version changes are not the same concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both mention custom model loading, but one is a broad 5.0 initialization breakage and the other is a specific from_pretrained behavior issue; not enough evidence of one bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head tying/serialization and visual encoder key serialization are different model-specific bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FP8 config failure and dequantized model offload failure are both loading issues but not the same path." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model preprocessing errors with different expected sizes and interpolation behavior." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 device mismatch are separate model bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin and a 3d_parallel execution issue are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and missing _tokenizer on Gemma4Processor are different serve/processor bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only file permission propagation are unrelated save/load issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3-VL auto device-map crash and GPT-OSS tensor parallel failure are different model/runtime problems." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a StableLmConfig field omission are unrelated." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Model FP8 loading failure and pipelines import/version constraints are separate problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 15, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46665" + ], + "soft_pairs": [ + "issue:44671|issue:44743", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:43316|issue:44913", + "issue:28530|issue:30064", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:44387|issue:45701", + "issue:29159|issue:36032", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:44451|issue:44991" + ], + "prepared_review_unit_hash": "982618eba3d98a366a7b6e6e557f20c5bed85260b5e83fd637a4844a9af7052c", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35465, + "estimated_input_tokens": 8867, + "estimated_eval_tokens": 17990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the issues span many unrelated models, trainers, tokenizers, and deployment paths. None of the soft pairs look like the same underlying bug/change, so all are rejected.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45701 is the broadest, most general item in an otherwise heterogeneous set, and it also has inbound references; it is the least bad placeholder canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "45701 is the best representative only because its scope is generic enough to stand in for the cluster, but the cluster itself is too mixed for a strong canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Both are model/regression bugs, but they affect different code paths and different models (CamemBERT MLM vs Qwen3 recurrent cache behavior)." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "A trainer API signature issue and a Qwen3 device-mapping CUDA assert are unrelated failures." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different tokenizers, errors, and execution paths; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API issues, but they concern different fields and different model families; not the same underlying defect." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric resolution and void segmentation-map processing are different components with no shared failure mode." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and different symptoms: FineGrainedFP8Config failure vs Llava Next segmentation fault." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "A MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen3 variants, but one is video-input processing and the other is from_pretrained weight-only loading; not the same concrete bug." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map handling and Bark voice_preset behavior are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak are different bugs in different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Both mention version regressions, but one is int4 memory/OOM and the other is tokenization behavior; too broad to be the same bug." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency and T5 tokenizer load failure are different tokenizer issues." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch accelerate/offload loading, but one is a device mismatch and the other is packed-weight unpacking; not the same concrete path." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A documentation typo and stale docs about removed pipelines are not duplicates." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization and from_pretrained behavior inside Python classes are different loading/runtime problems." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen3-related, but one is sliding_window behavior and the other is config unwrapping; distinct code paths." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and GraniteSpeech PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning and an undefined-video-token-count bug are not the same underlying issue." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and BigBird special-token registration are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Batch metric gathering and SAM3 text/bounding-box behavior are different multimodal/data-handling problems." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different serving APIs, different models, and different failures; only superficially similar as runtime crashes." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer input-token accounting and generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are completely separate issues." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3 sliding-window behavior and missing Float8 storage lookup are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-family config/runtime issues, but one is from_config text_config unwrapping and the other is CPU-offload incompatibility in rotary embedding; not mergeable as one bug." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Two model-loading failures for different checkpoints and different tokenizers; no shared underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 16, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43644", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:44625|issue:45479", + "issue:43644|issue:46665", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:43531|issue:43645", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:45704|issue:45923", + "issue:46655|issue:46693", + "issue:43381|issue:45704", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:42886|issue:44843", + "issue:45759|issue:45923", + "issue:44514|issue:44545", + "issue:46032|issue:46463", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:30064|issue:36010", + "issue:43782|issue:45381", + "issue:43421|issue:44186" + ], + "prepared_review_unit_hash": "b37adac8864483d8038c3c646ae162dc33cf349440eb95d97e656b404b3daa9b", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only thematically similar (tokenizer/model-loading/config bugs) rather than true duplicates. The only clear duplicate in this set is the Qwen2_5_VLProcessor batched padding=False crash (44514/44545).", + "confidence": 0.89, + "canonical_issue_reason": "issue:44545 is the cleanest canonical for the one true duplicate pair: it reports the same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash as 44514, with slightly stronger supporting signals.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43421 is the best overall representative issue here: it is a concrete tokenizer backend bug about special-token/post-processor state, and it sits closest to the cluster's recurring tokenizer-special-token theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different bugs: one is Qwen3.5 visual-encoder key saving, the other is Sam3 text-encoder weights not loading." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated failures: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different model/config issues: num_labels propagation vs zero-loss classification behavior." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Different code paths: junk non-persistent buffers vs inconsistent from_pretrained-in-class behavior." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Both are vision/model bugs, but the concrete failures differ: Perceiver interpolation vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different causes: AddedToken special-kwarg conflict vs model loading failure for ScandiBERT." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Same broad area but different bug: one is loading a specific model, the other is PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both involve gradients/training, but one is checkpointing in eval mode and the other is a ZeRO-3 gradient regression." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different issues: a config warning about tied embeddings vs incorrect visual-encoder save keys." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: SigLIP2 doc/example problems vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding_window handling vs custom model initialization in Jupyter." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "No shared underlying bug: Qwen3 device-mapping cuda assert vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both concern load/save behavior, but one is GraniteSpeech PEFT local checkpoints and the other is sinq quantization persistence." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different topics: T5/apex memory leak vs missing supports_gradient_checkpointing on a remote-code model." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Both are performance/processor-related, but one is video padding logic and the other is FA2 long-context generation regression." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Different bugs entirely: gradient checkpointing eval-mode restriction vs T5 apex memory leak." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: unpacking Qwen3.5 embeddings in TRL SFT vs evaluate() after train()." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer state, but one is runtime post-processor updates and the other is save/load losing custom token IDs." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention HF_HUB_OFFLINE, but the concrete reports are not clearly the same bug without stronger evidence." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different composite-model issues: unwrapping text_config in from_config vs missing gradient-checkpointing support." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate: same `Qwen2_5_VLProcessor.apply_chat_template` batched `padding=False` crash with the same model/API path." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different failures: Mamba2Mixer use_cache correctness vs a T5 decoder-input validation error message." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated: SigLIP2 documentation/example errors vs quantization/offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different underlying problems: PEFT local checkpoint loading vs quantization offloading not behaving as expected." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific regressions: SigLIP2 pipeline outputs vs CamemBERT masked LM predictions." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Related tokenizer area, but different bugs: runtime special-token updates vs BigBird mask token registration/decode output." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely different subsystems: image segmentation map processing vs an import error for GenerationMixin." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL bugs: `weight_only=True` load error vs wrong vision_position_ids for video input." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both tokenizer-related, but not the same defect: post-processor updates vs LayoutLMv2 NER/padding/truncation crashes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst summary is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:44514/issue:44545, is clearly the same Qwen2_5_VLProcessor.apply_chat_template padding=False crash and is mergeable into one fix. The representative/canonical issue choices are also supported by the titles and linkage signals, and the rejected pairs do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 17, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:46294", + "issue:46665", + "issue:46693" + ], + "soft_pairs": [ + "issue:45081|issue:45356", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43596|issue:44220", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43618|issue:43697", + "issue:43531|issue:43643", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43643|issue:44877", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:44821|issue:45084", + "issue:43540|issue:44008", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:44485|issue:44509", + "issue:43644|issue:43749" + ], + "prepared_review_unit_hash": "cb10a8a04965120d1ed0f6c42e2c5fb4287ac8dae13d5cde71c129a658aa6eaa", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36268, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This looks like a loose cluster of mostly unrelated Transformers v5 regressions centered on loading, tokenizers/configs, and a few model-specific behavior changes. I do not see any soft pair that is clearly the same underlying bug/change, so all soft edges are rejected. The broadest representative issue is the generic model-loading regression around `base_model_prefix` / v5 compatibility.", + "confidence": 0.7, + "canonical_issue_reason": "issue:43611 is the broadest and most central regression in the set: it describes a core v5 model-loading breakage, which matches the dominant theme of the cluster better than the model-specific or tokenizer-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best standalone representative because it captures a high-level Transformers v5 loading regression rather than a narrow model- or tokenizer-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex handling, but one is a crash in `_patch_mistral_regex` and the other is a Kimi-K2.5 codec/regression warning issue; different concrete failures." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs repo file API forwarding bug; completely different code paths." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failures: BitNet accelerate-loading of packed weights vs DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Zero3/BertModel indexing failure and fbank feature extraction are unrelated subsystems and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both touch inference/runtime behavior, but one is Bamba torch.compile+SDPA and the other is dtype mismatch in SwitchTransformers/TimmWrapperModel; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 vs Kosmos2.5 OCR long-input index error; different model families and failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile SDPA issue in Bamba is unrelated to DiaConfig save/load token-id loss." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Duplicate `special` kwarg in `AddedToken` is unrelated to loading a specific tokenizer model." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related Qwen issues, but one is a Qwen3OmniMoe processing ValueError and the other is a chat-template video token mismatch in Qwen3.5-9B; not the same concrete defect." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video `vision_position_ids` bug and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output attentions assignment regression and RTDetrV2 output differences are separate model-specific issues." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to `AutoConfig` missing fields with `trust_remote_code=True`." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading APIs, but one is a model-loading break due to `base_model_prefix` and the other is inconsistent `from_pretrained` behavior inside Python classes; different bugs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction and `add-new-model-like` mapping behavior are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent conversion are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/truncation crash and Perceiver non-default-resolution classification failure are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and CustomTrainer `compute_loss` signature mismatch are different layers of the stack." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading regressions, but one is missing custom fields with `trust_remote_code` and the other is strict config blocking `granite_speech`; not the same underlying issue." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC `from_latents` mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse layer creation in SwitchTransformers and Smollm3 RoPE layer dropping are different configuration bugs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a template-node compilation TypeError are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video processing failure and Gemma3n variable-name collision are unrelated multimodal bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline `model_info()` call in `_patch_mistral_regex` and backend-tokenizer attribute crash are both tokenizer-related but distinct failures." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc example errors and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output drift and CamemBERT masked LM regression are separate model-specific output bugs." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer issues." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and docs about removed pipeline tasks are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are different loading/runtime 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": 23, + "review_unit_index": 18, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665" + ], + "soft_pairs": [ + "issue:43322|issue:45685", + "issue:34634|issue:36010", + "issue:43606|issue:45072", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43716|issue:44008", + "issue:44479|issue:45834", + "issue:43950|issue:45987", + "issue:43388|issue:46032", + "issue:43582|issue:46512", + "issue:44991|issue:46291", + "issue:43825|issue:43994", + "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43540|issue:45381", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43577|issue:43582", + "issue:45987|issue:46192" + ], + "prepared_review_unit_hash": "fa517b950ba29c52414f72a2996a312827da234913a1894e235c840157f05a9d", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35668, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, with only one plausible duplicate pair around tokenizer added-token spacing versus slow/fast tokenizer inconsistency. Everything else appears to be separate bugs or regressions in different code paths.", + "confidence": 0.84, + "canonical_issue_reason": "issue:29159 is the broader, more canonical tokenizer report: it covers the same slow-vs-fast inconsistency that issue:28218 describes as an extra-space-after-added-token symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the best issue anchor because it is the broader, more central description of the tokenizer problem and subsumes the more specific added-token spacing report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime failures: Llava Next loading segfault vs MPS int histogram support error." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated components and symptoms: BarkProcessor voice_preset vs GenerationMixin import failure." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are model-loading/inference bugs, but the concrete failures differ: CPU offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Different pipelines and root causes: Whisper empty transcription handling vs Kosmos2.5 long OCR index error." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "These are distinct: input validation error messaging vs degenerate zero loss in sequence classification." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different models and bugs: dtype mismatch in Mistral-3 preprocessing vs Gemma3n variable-name collision." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Separate regressions: Qwen video-input handling vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Different subsystems: non-persistent buffer corruption in from_pretrained vs StaticCache sequence-length return type." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Unrelated training/eval issues: gather_for_metrics label truncation vs Mamba2Mixer use_cache correctness." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Unrelated dtype/Apple Silicon warmup TypeError vs from_config stale config.dtype." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model vs importing pipelines breaking on kernels version requirements." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline, but one is an error message regression and the other is wrong model outputs; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different multimodal model issues: Blip2 dtype propagation vs Video-LLaVA architecture/weights problem." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Different validation paths and models: Qwen3.5 video feature/token mismatch vs T5 decoder-input error messaging." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: from_pretrained weight_only error vs generation failure with flash-attention." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "The second is a broad umbrella over remote_code breakages; the first is one specific removed helper. Not clearly the same concrete bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer backend special-token update issue vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different failure modes: mask shape IndexError vs trainer.evaluate after train regression." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and code paths: image size mismatch vs dtype mismatch in inference." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading bug vs dtype mismatch bug; not the same underlying issue." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs, but they target different models and concrete defects." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message regression, the other is stale documentation; related topic but not the same bug/change." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Likely the same tokenizer bug: 28218 is the specific added-token extra-space symptom, while 29159 describes the broader slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Different loading regressions: FSDP CPU RAM efficient loading vs init_empty_weights unexpected argument handling." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model initialization, but the reported failures are different enough that they do not look like the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Completely different problem areas: dtype propagation in BLIP2 vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Different API regressions: StaticCache sequence length type vs ignored return_tensors when text_kwargs is passed." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and appropriately conservative. The only accepted soft-edge pair, 28218 vs 29159, is plausibly the same tokenizer-family bug, while the remaining pairs are credibly separated by model, subsystem, or failure mode." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 19, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728" + ], + "soft_pairs": [ + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43782|issue:45325", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:45084|issue:45538", + "issue:43550|issue:44912", + "issue:43526|issue:43697", + "issue:43329|issue:45600", + "issue:43526|issue:44554", + "issue:44060|issue:44368", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:43906|issue:46209", + "issue:43819|issue:43927", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:42175|issue:46291" + ], + "prepared_review_unit_hash": "fbaea6d5fa4d145bfd3e6b78d588e8b8acd1e956795db7bfc9e188175f42ca54", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35874, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer, processor, training, quantization, and backend/runtime issues that only share broad transformer-adjacent vocabulary. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a safe canonical representative for the whole set; the items span unrelated bugs across many subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the broadest thematic anchor here, but it is still only a loose umbrella for remote_code regressions and not a true duplicate target for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction bug vs a broad tokenizer-version regression; same library, different failure mode and code path." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency gap vs mistral tokenizer regex patch crash; unrelated symptoms and subsystems." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Audio voice_preset bug vs trainer.compute_loss signature break; completely different components." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils vs CLIP text model structural inconsistency; different model-loading problems." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processor issues, but one is over-padding and the other is patch counting; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs MXFP4 quantization fallback; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs CUDA AMP loss crash; different platforms and failure points." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs DAC latent/forward mismatch; different audio paths." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure vs PIL backend requiring torchvision; unrelated runtime/dependency issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM key error vs broad remote_code breakage; too different to be the same bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only load error vs Qwen2.5-VL rope-index scaling bug; different models and code paths." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve processor loading, but one is mistral regex patching and the other is a missing _tokenizer attribute in Gemma4Processor." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "mistral_common import failure for Gemma 4 processor loading vs continue_final_message behavior; shared dependency name only." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError vs tokenizer model_max_length constant; unrelated tokenizer/template behaviors." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile SDPA bug in Bamba vs quantization fallback in git-oss-20b; different failure surfaces." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs RTDetrV2 output mismatch in v5; different image-model issues." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting video-branch bug vs stale auto_mappings reference to removed configs; unrelated code paths." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image processor label reduction bug vs MPS attention correctness issue; no shared underlying defect." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings in Qwen models, but one is a modeling_utils bug and the other is a user-facing config warning in fine-tuning; not the same fix." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading regression vs tokenizer loading failure for est-roberta; different load mechanisms." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weights conversion under accelerate+deepspeed vs multimodal token counting video bug; unrelated model-loading vs token-count logic." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import error vs custom trainer loss signature mismatch; both API breaks, but not the same underlying change." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError from transformers.generation vs Jupyter custom-model initialization breakage; distinct import/runtime failures." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue vs an FP8 inference failure on B200; one is a test case, the other a hardware-specific bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent/forward mismatch vs DiaConfig losing custom token IDs after save/load; different audio/model configuration defects." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs PIL backend torchvision dependency regression; unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed ZeRO-3 index error during training vs evaluate-after-train failure; different trainer lifecycle bugs." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Backend package selection problem vs kernels v0.15 import constraint for pipelines; unrelated dependency issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 20, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43720|issue:44610", + "issue:42490|issue:43257", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:44387|issue:44617", + "issue:43854|issue:44977", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43257|issue:43931", + "issue:42915|issue:43742", + "issue:46421|issue:46424", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:45459|issue:45803", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:43650|issue:43906", + "issue:43540|issue:46701", + "issue:43927|issue:44912", + "issue:43454|issue:43577", + "issue:43525|issue:46291", + "issue:29159|issue:34567", + "issue:28282|issue:29870" + ], + "prepared_review_unit_hash": "3fe71c5cd23092718f57f881e47f792c48f368675e5991d5f2dbda50a8308b24", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36249, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single-bug issues across transformers subsystems; none of the soft-edge pairs look like true duplicates or the same fix target. The cluster is heterogeneous, so the best canonical issue is the broadest/high-signal one rather than a shared root cause.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43749 stands out as the most central representative: it has the highest discussion/inbound activity and concerns a broad loading-path regression with multiple downstream references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the best standalone issue in this set because it appears impactful, well-documented, and broadly relevant compared with the many narrow model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different failures: packed-weight unpacking during accelerate loading vs processor/model image-size mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to Qwen MOE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/example errors are not the same bug as gpt-oss-20b MXFP4 quantization fallback." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the OmDet-Turbo 224px/640px processor-model mismatch." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading and Whisper batch_decode skip_special_tokens are separate code paths." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config-loading issues: missing fields with trust_remote_code vs not unwrapping text_config in from_config." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are memory-related at a high level, but one is int4 reserved-memory growth and the other is a model-specific OOM." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM unit-test loading failure is not the same as Qwen3.5 flash-attention generation corruption." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion bug is unrelated to plain CUDA OOM during GPT-oss-20b inference." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode special-token handling are distinct defects." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "MOE weight conversion during accelerate loading is not the same as a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure and MobileLLM key error are unrelated loading/config problems." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Same broad cache area, but one is lazy-init recompilation with chunked prefill and the other is max_cache_length scoping." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Undefined video-token counting helpers and the v5.3.0 video-input regression are different concrete bugs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "One is an undefined-variable bug in multimodal token counting; the other is a batched video-shape bug." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer error masking from protobuf handling is not the same as a bare-except bug in Fuyu tensor conversion." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different memory-related issues." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument compatibility is unrelated to PIL backend processors requiring torchvision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen MOE FP8 config failure has nothing to do with loading AutoImageProcessor from a URL." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is a different code path from Qwen3_5Moe rotary embedding offload compatibility." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token accounting and GPT-oss-20b perplexity are unrelated issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The placeholder issue and the isolated reproduction of issue 38071 are not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and DiffusionGemma pipeline failure are unrelated model/pipeline bugs." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are different model-initialization issues." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to kernels import requiring version/revision." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState num_input_tokens_seen not updating do not share the same bug." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "AutoModel missing PyTorch and Bart generate decoder_attention_mask initialization are completely separate failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 21, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693" + ], + "soft_pairs": [ + "issue:44987|issue:45538", + "issue:44568|issue:45356", + "issue:28282|issue:34689", + "issue:43425|issue:46291", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:43317|issue:45538", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:44849|issue:45701", + "issue:42915|issue:43749", + "issue:41720|issue:43540", + "issue:27957|issue:28282", + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:24643|issue:29159", + "issue:42175|issue:44488", + "issue:43540|issue:44479", + "issue:44987|issue:45907", + "issue:38175|issue:44898", + "issue:44568|issue:45488", + "issue:44479|issue:45381", + "issue:34567|issue:36331" + ], + "prepared_review_unit_hash": "961cb160299ffd17709e4a7b48dbc93e2f962c3b381e18b481f63beacbc7afa0", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37057, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated closed issue reports across tokenizer loading, model dtype/loading, training, and video/VL regressions. Nearly all soft pairs are false positives; only the Qwen video-input regression pair looks like the same underlying bug thread.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the broadest and most representative report in the only near-duplicate family here: a Transformers 5.3.0 video-input regression affecting Qwen VL variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best represents the cluster\u2019s clearest duplicated bug because it captures the shared Qwen video-input regression at a higher level than the narrower follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: one is a loading regression for a specific model, the other is CLIPTokenizer max_length behavior." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different failure modes and model families." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated: PyTorch import detection versus a Llama Vision model-loading regression." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Separate problems: Torch version incompatibility versus a kernels package revision/version requirement." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different areas entirely: Qwen3MoE FP8 config handling versus tokenizer max_length." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 runtime error and PEFT version pinning are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model/code paths: RTDetrV2 output changes versus Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention weight tying, but one is a model definition bug and the other is LoRA merge collapse with extended vocab." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP loading is unrelated to TrainerState token counting." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue versus missing Qwen2.5-VL import; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading errors, but one is a key error for a model, the other is init_empty_weights argument handling." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import error and LayoutLMv3 box-validation clarity are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload failure is unrelated to CLIPTokenizer max_length." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both involve vision/video performance or correctness, but one is a functional video-input regression and the other is a performance regression." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer construction errors, but different causes and different models." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Related to dtype, but one is submodule dtype sticking at float32 and the other is config.dtype being stale after from_config." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf loading/tokenizer issue and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms: Qwen3.5 hidden-state behavior versus generic tokenization changes." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different failures and code paths: auto device mapping cuda assert versus Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 model issue and PyTorch import detection are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video-input bugs, but they affect different models and error paths (ValueError vs StopIteration)." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error and tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend inclusion issue versus model-loading failure for a specific checkpoint." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "These are both Qwen video issues, but the concrete bugs differ; one is a processing ValueError, the other is a broader regression in video position handling." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different image-model correctness issues with different failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer bugs: special-token addition versus LlamaTokenizer overriding tokenizer.json pre-tokenizer behavior." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen VL video-input regression in Transformers 5.3.0; 45381 looks like a narrower manifestation of the broader bug reported in 44479." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer compute_loss signature changes are unrelated training API issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:44479 with issue:45381, is plausibly the same Qwen video-input regression family based on the titles. The rejected soft pairs are generally justified by distinct titles, model families, or failure modes, and none of the verdicts overclaim beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 22, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:44792|issue:44964", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:43742|issue:44589", + "issue:44737|issue:46463", + "issue:45042|issue:45081", + "issue:43716|issue:46701", + "issue:43756|issue:46399", + "issue:43531|issue:44821", + "issue:43756|issue:45325", + "issue:43577|issue:45072", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43906|issue:46468", + "issue:45823|issue:46463", + "issue:24643|issue:29870", + "issue:43404|issue:45987", + "issue:43452|issue:44488", + "issue:44737|issue:45588", + "issue:43906|issue:46693", + "issue:44625|issue:44877", + "issue:43526|issue:45479", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:43540|issue:46693", + "issue:28282|issue:32090", + "issue:43720|issue:44898" + ], + "prepared_review_unit_hash": "98a8fa7ef0b3d0a1b7e93127b3c54924771be43e271a0e986f3f406aaa2bf7ae", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35635, + "estimated_input_tokens": 8909, + "estimated_eval_tokens": 18074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated Transformers bugs/regressions across different models, tokenizers, configs, and loading paths. I found no true duplicate pair among the suggested soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "If a representative issue must be chosen, issue #45920 is the broadest user-facing regression in the set (multi-model AutoTokenizer wrong IDs) and has the strongest cross-cutting impact; however, the cluster does not actually contain a clear duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45920 is the best single issue here because it describes a widespread regression affecting several models and is more broadly representative than the highly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal-related, but one is a Janus generation test failure and the other is a Phi-4 model loading regression; different code paths and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to Smollm3 RoPE layer dropping; different models and failure modes." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken duplication and Mistral regex patching are separate tokenizer bugs with different causes." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key lookup failure and Float8 storage deserialization are unrelated loading errors." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Torchvision dependency in PIL image processors is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma image-text-to-text pipeline failure are different multimodal issues." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3.5 kernel registration failure are unrelated model-specific bugs." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior has nothing to do with AutoImageProcessor URL loading." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE/positioning, but Smollm3 layer selection and Qwen2.5-VL temporal position scaling are distinct defects." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but Blip2 loading and SwitchTransformers/TimmWrapperModel bfloat16 inference are different code paths and bugs." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer special-token insertion regression and CodeLlama encode/decode whitespace regression are separate tokenizer behaviors." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A version pin to unreleased PEFT and stale auto_mappings references are unrelated maintenance issues." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of an older issue and the Nemotron example breakage do not point to the same underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error and BART decoder_attention_mask UnboundLocalError are different training/generation failures." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying and StaticCache return-type mismatch are unrelated implementation bugs." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file load failures and cjvt/sleng-bert loading issues are both model-loading related but not the same defect." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet relative-position CPU allocation and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "The former is a reproduction report for an older bug; the latter is a long-context FA2 performance regression." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict granite_speech config loading are different config-handling bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT Fast label reduction and single-label-classification zero-loss behavior are distinct classification/preprocessing issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect visual encoder keys on save_pretrained and wrong AutoTokenizer token IDs are separate regression classes." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload loss and rope-validation ignore-keys type handling are different RoPE/config bugs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and NoneType broadcast failure in Trainer are unrelated environment/runtime errors." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading and Perceiver non-default resolution handling are different model-loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 23, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46463", + "issue:46491", + "issue:46701" + ], + "soft_pairs": [ + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:41762|issue:44936", + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43819|issue:44811", + "issue:43525|issue:46701", + "issue:43688|issue:43749", + "issue:43994|issue:44898", + "issue:43452|issue:44843", + "issue:38175|issue:43295", + "issue:44936|issue:45823", + "issue:43531|issue:43742", + "issue:45372|issue:46170", + "issue:45542|issue:46178", + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:43646|issue:43749", + "issue:43577|issue:43697", + "issue:43295|issue:45356", + "issue:44464|issue:44743", + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43756|issue:46402", + "issue:43688|issue:45704", + "issue:43653|issue:43927" + ], + "prepared_review_unit_hash": "299c1e56f2ee2e558950a990ac9be4be30ca035f8ed4e6375273e62d3b3b73af", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: tokenizer quirks, config/save-load regressions, model-specific loading bugs, training/eval issues, and unrelated backend/dependency errors. None of the soft pairs look like the same underlying bug/change, so all should be rejected. If a single issue must stand in as a canonical anchor, the broadest one is the generic custom-model regression ticket, but it still only loosely represents the set.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43646 is the broadest umbrella report here: a general Transformers v5 custom model initialization regression, which is closer to the overall \u201cframework regression\u201d theme than the narrow model-specific bugs around it.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the most general and reusable issue in the set, but the cluster is too mixed for a truly strong canonical issue; it best serves as a weak anchor rather than a real duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different models and failure modes: RTDetrV2 output drift vs Qwen3.5 checkpoint save_pretrained regression." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config handling, but one is missing fields from trust_remote_code AutoConfig while the other drops a specific Qwen3_5MoeVisionConfig field." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent serialization of lm_head.weight and the other is a translation-model-specific tied-weights issue; not the same concrete bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated areas: Gemma 4 mm_token_type_ids defaulting vs a T5 decoder-input validation error message." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError is unrelated to trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer families and errors: MLukeTokenizer AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key mismatch is unrelated to quantized-model save/load breakage after sinq quantization." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are different root causes." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents forward mismatch and Whisper batch_decode skip_special_tokens handling are unrelated audio-model behaviors." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are separate training/distributed issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: SigLIP2 nonsensical outputs vs Perceiver failing with non-default resolution/interpolate_pos_encoding." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect AutoTokenizer paths, but gguf_file loading breakage and offline model_info calls in _patch_mistral_regex are distinct bugs." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities and a v4.57 custom-model regression involving processor.tokenizer/images are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate/train lifecycle issue is unrelated to Gemma4 PLE device placement with device_map=\"auto\"." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M loading KeyError are different model/config bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor loading import failure from mistral_common is unrelated to the Windows ROCm torch.distributed dependency problem." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/dependency related, but tensorboard-without-TF undefined backend and tensorflow_text missing from BACKENDS_MAPPING are not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Generic v5 clean_up_tokenization_spaces behavior change is not the same as CodeLlama's leading-space round-trip regression." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file AutoTokenizer/AutoModel loading breakage is unrelated to Blip2 dtype remaining float32." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "A broad custom-model initialization regression is unrelated to the FSDP CPU RAM efficient loading failure." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output inconsistency are separate model-specific issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is custom processor/model access and the other is Kimi-K2.5 tokenizer codec handling; different code paths." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3_5MoE recurrent-state reset are distinct generation/caching bugs." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Special-token registration on BigBirdTokenizer and missing BOS/EOS insertion on mdeberta-v3 tokenizer are different tokenizer-specific defects." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Inconsistent slow vs fast tokenizer behavior is unrelated to a MacOS bus error on a community CLIP model." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3Model text encoder weights not loading are unrelated model-architecture/loading issues." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 using apex.FusedRMSNorm with a memory leak are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DiaConfig losing custom token IDs after save/load are both token-related, but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 24, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:46002", + "issue:46050", + "issue:46365", + "issue:46612", + "issue:46693" + ], + "soft_pairs": [ + "issue:43688|issue:45701", + "issue:44843|issue:44991", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:43550|issue:44361", + "issue:44484|issue:44704", + "issue:43742|issue:44821", + "issue:33666|issue:36010", + "issue:43688|issue:45440", + "issue:44734|issue:46612", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:44977|issue:46693", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:33666|issue:36331", + "issue:43643|issue:44561", + "issue:43606|issue:43927", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:43262|issue:43295", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:44554|issue:46365", + "issue:43493|issue:43825" + ], + "prepared_review_unit_hash": "7e49f7842cae90152f838dcdc7db42833e0ffa3cff28aa772b4fc6d32604556b", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37389, + "estimated_input_tokens": 9348, + "estimated_eval_tokens": 18952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-linked pairs cover unrelated bugs across trainers, configs, tokenization, generation, processors, and model loading. No pair looks like the same underlying fix, so all soft edges are rejected. As a cluster anchor, the broadest and most referenced issue is the tokenization/version-regression report.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45701 is the broadest, most cross-cutting regression in the set and has the most evidence of impact (multiple inbound references), so it is the best anchor issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 best represents the cluster because it is a generic version-induced behavior change, not a narrow model-specific edge case, and it has strong discussion/impact signals.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: auxiliary-loss normalization vs tokenization changes." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but the failure modes and affected paths are different." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated regressions: video-input handling vs num_labels propagation." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but the root causes and code paths are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems entirely: torch.compile/SDPA vs tokenizer/task AttributeError." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard sizing vs AutoProcessor/cached_file kwargs are different issues." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loading problems: model key error vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue vs GenerationMixin import failure." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both concern model correctness, but these are distinct implementation discrepancies." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Different generation-cache bugs in different execution paths; not one fix." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization inconsistency vs quantized save/load breakage are separate problems." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping crash vs compiled-forward chunked generation mismatch." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation output, but one is compiled forward and the other is flash-attention-specific." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Pretrained preset loading bug vs Bamba SDPA compile failure are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field load failure vs BitNet packed-weight loading are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Correctness bug in Qwen3.5 generation vs performance regression in FA2 long-context generation." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset loading and processor/model size mismatch are different issues." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype loading regression vs MPS attention correctness issue." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight accelerate loading vs config token-ID persistence are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training problem vs unexpected trainer kwarg regression." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing config fields and the other is removed helper incompatibility." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch vs DiaConfig token-ID loss are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift vs auxiliary-loss normalization are different model behaviors." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "from_pretrained weight_only failure vs FA2 performance regression are different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate default bug vs processor.tokenizer regression are separate processor issues." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs/example errors and implementation discrepancy in SigLIP2 are not the same concrete bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet weight-loading bug vs MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-pad-field symptoms, but different config classes and code paths." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading regression vs dependency version bump are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue vs Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline error-message regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 25, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45290", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46489", + "issue:46710" + ], + "soft_pairs": [ + "issue:44514|issue:45290", + "issue:44625|issue:45584", + "issue:44977|issue:46209", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:39692|issue:43295", + "issue:44849|issue:46209", + "issue:33357|issue:33666", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:46209|issue:46710", + "issue:43278|issue:43701", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:44849|issue:45357", + "issue:43824|issue:44589", + "issue:44568|issue:45812", + "issue:44488|issue:44843", + "issue:43504|issue:43606", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:43334|issue:45759", + "issue:43606|issue:44112" + ], + "prepared_review_unit_hash": "eb5b984f8accdcb77ea82be8ab4580e4172123f604997f8172a2ae01ae22abb6", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36754, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of tokenizer, config, and model-loading regression reports in Transformers v5, but the soft pairs are too behaviorally different to treat as true duplicates. No PRs are present.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45812 is the most central and broadly scoped tokenizer regression here: it describes a silent v4\u2192v5 break affecting all Granite models, which fits the cluster\u2019s strongest shared theme better than the narrower or unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best representative issue overall because it is concrete, high-impact, and broadly applicable; it also aligns with the most repeated topic in the cluster (tokenizer behavior regressions).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both mention apply_chat_template crashes, but the failure modes differ: batched VL input with padding=False vs assistant tool-call messages with empty content. Not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "One is about num_labels propagation in Qwen3.5 config; the other is Whisper generation failing after align_special_tokens. Different subsystems and root causes." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation problems and FP8 inference failures on B200 are unrelated code paths." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading-related, but one is about gguf_file breaking from_pretrained APIs and the other is a specific model failing to load. Too broad to merge." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map forward mismatch vs sinq quantization save/load breakage are distinct bugs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space behavior and a MacOS bus error in a CLIP model are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and return_tensors being ignored when text_kwargs is passed do not share the same concrete failure." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE marker handling and Qwen3.5 flash-attention generation are different issues." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a DeepSpeed ZeRO-3 gradient increase issue are not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during evaluate and gradient blow-up under ZeRO-3 are different training/eval problems." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc example errors and a regression in processor.tokenizer/custom image passing are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior and FP8 inference failure on B200 are separate issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A bus error on MacOS and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head serialization inconsistency affect different code paths." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta and the other is DeepSeek-Coder output corruption tied to a specific prior fix gap; not enough evidence of one underlying bug." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and an accuracy regression after upgrading Transformers are different symptom sets and likely different causes." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype change in evaluation and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM when loading Qwen2-57B and an unmet PEFT version bump are not the same issue." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and a dependency version bump are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig custom token IDs loss and MLukeTokenizer AttributeError are different tokenizer/config bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and a Python 3.13 flash_attn import key error are separate compatibility issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and incorrect visual encoder keys in save_pretrained are different regressions." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenization regressions, but they affect different tokenizers and different mechanics (special token addition vs Granite token IDs). Not the same concrete bug." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Failure to load a specific BERT model and offline-mode hub access in _patch_mistral_regex are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading and CPU offload device mismatch are different model-loading failures." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a dev-version model-loading break in Qwen3VL. Not clearly the same code-path bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id missing and StableLm pad_token_idx missing are separate config regressions." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL text config and not unwrapping text_config in AutoModelForCausalLM.from_config are related only loosely via composite configs, but not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "These are both CI/device-mismatch flavored, but one is CPU offload for bark-small and the other is a stale GraniteSpeech test. Different defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 26, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44291", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752" + ], + "soft_pairs": [ + "issue:43572|issue:44291", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:44464|issue:45584", + "issue:45200|issue:45229", + "issue:45229|issue:45823", + "issue:44869|issue:46752", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:45084|issue:45520", + "issue:44977|issue:46701", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:44423|issue:44734", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121" + ], + "prepared_review_unit_hash": "3e00e66f9392478f2ee32d45080d7f8bfadf40fd545be499951924aa4759fa2f", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35813, + "estimated_input_tokens": 8954, + "estimated_eval_tokens": 18164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft-similarity pairs mostly connect unrelated bugs across tokenization, serving, quantization, model-loading, and trainer code paths. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items span many unrelated failures, so a cluster-level canonical issue would be misleading.", + "canonical_pr_reason": "No pull requests were provided in this cluster.", + "best_issue_reason": "No global best issue: even the most central-looking reports are narrow, subsystem-specific bugs and do not represent the rest of the cluster.", + "best_pr_reason": "No pull requests were provided in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are transformers v5 compatibility regressions, but one is a config field missing in StableLM and the other is an init_empty_weights argument error; different code paths and fixes." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "An embedding/category cardinality error is unrelated to the DeepSeek accuracy regression after version upgrade." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys vs CLIP text model structure drift are different bugs in different model families." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field loading for BEiT semantic segmentation is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both mention generation/cache behavior, but one is compiled forward output inconsistency and the other is a cache-length config being ignored only for quantized cache; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "A GenerationConfig validation failure is unrelated to the DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids defaults in text-only fine-tuning is unrelated to a multi-GPU OOM in Gemma4 inference." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 OOM and Gemma4 PLE device mismatch are both in the same model family but describe different failure modes and code paths." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash on trailing replacement character is unrelated to apply_chat_template crashing on an empty message list." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth during training is unrelated to a model load failure for Phi-4 multimodal." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior issues are too different here: one is offloading not working as expected, the other is sinq save/load breakage." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Failing Flash Attention 2 tests and MLFlow job-state reporting are completely unrelated subsystems." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs are unrelated to the unexpected position-id key regression." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "A flash-attention integration crash on s_aux=None is not the same underlying bug as sinq quantized model save/load breakage." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer broadcast TypeError." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import warnings from trailing-slash paths have nothing to do with GPT-oss CUDA OOM." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A compile-time template-node error and a Python 3.13 flash_attn import KeyError are different failures." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issues are not the same as the DiffusionGemma pipeline failure." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Extra tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is a code-structure issue, not the same as a memory overflow when calling sam3-litetext." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to an incorrect PyTorch version check in flex_attention import logic." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability output behavior." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is multimodal continuous-batching string handling and the other is KV-cache continuation tensor indexing; not the same code-path problem." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "A device-mapping cudaErrorAssert on A800 is not the same bug as an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope-parameter JSON list type handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 27, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46710" + ], + "soft_pairs": [ + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:45588|issue:45759", + "issue:43295|issue:43450", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:45200|issue:45823", + "issue:43295|issue:43873", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:43232|issue:44849", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:44554|issue:45356", + "issue:42490|issue:43493", + "issue:38175|issue:43493", + "issue:39692|issue:46192", + "issue:43653|issue:44112", + "issue:44466|issue:45127", + "issue:43278|issue:43856", + "issue:45381|issue:46209", + "issue:44521|issue:45290", + "issue:28218|issue:35141", + "issue:42915|issue:43824" + ], + "prepared_review_unit_hash": "2bfe277a3719762074468a58710baf755c856ffc522339f89137d1288dd667bc", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36969, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a single duplicate cluster; it\u2019s a broad set of unrelated Transformers issues. The soft links mostly share a subsystem or buzzwords (tokenizers, generation, flash attention, multimodal, quantization) but describe different bugs or regressions, so they should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Different problems: tied lm_head weights in Mistral3 multimodal generation vs accuracy regression in DeepSeek-R1 after upgrade." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different models and failure modes: dtype mismatches in inference vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are load/import related, but one is a missing flash-attention helper import and the other is a meta-device loading breakage across models." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: flash_attention integration crashes on sink-less models vs AutoModelForCausalLM config unwrapping for multimodal Qwen configs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image handling vs video processor batch shape output." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different failures: Qwen3OmniMoe video processing ValueError vs Gemma4 mm_token_type_ids defaults for text-only fine-tuning." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/batching crash is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Different multimodal bugs: missing mm_token_type_ids default vs PLE device mismatch during forward." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Different issues: processor.tokenizer regression vs quantization/offloading not working as expected." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device placement bug in Gemma4 PLE is unrelated to return_tensors/text_kwargs behavior." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "processor.tokenizer/image input regression is unrelated to OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Both are generation/test failures, but one is a BART decoder_attention_mask bug and the other is Flash Attention 2 test failures." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Import backend errors in different modules: flash_attn KeyError on Python 3.13 vs tensorflow_text backend mapping error." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Config default missing pad_token_idx in StableLm is unrelated to loading physical-intelligence/fast on transformers>=5.1.0." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to gradient explosion with HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different generation/model bugs: sync_gpus model_kwargs update vs Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLm config default omission is unrelated to meta-device loading regressions across some models." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import issues: missing flash_attention helper vs missing Qwen2.5-VL class export." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness when head dims differ is unrelated to Kimi-K2.5 tokenizer codec/regex regression." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing slash import warning is unrelated to SigLIP2 HF vs JAX implementation discrepancy." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and SigLIP2 implementation mismatch are related in theme, but not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs example errors are documentation/example problems, not the return_tensors/text_kwargs API behavior." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test failures, but one is BigBirdTokenizer special-token registration and the other is a stale device override test in GraniteSpeech." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights serialization, but one is inconsistent lm_head.weight serialization by device and the other is LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different training/eval issues: BF16-to-FP32 embedding dtype change vs Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template issues, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer added-space bug and output-embedding reinitialization on resize are different behaviors in different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to missing Qwen2.5-VL import/export." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 28, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:43452|issue:46512", + "issue:43950|issue:46285", + "issue:43824|issue:43975", + "issue:43334|issue:43525", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:44898|issue:45412", + "issue:43827|issue:43901", + "issue:45200|issue:45325", + "issue:44610|issue:44857", + "issue:43388|issue:43526", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:44857|issue:45593", + "issue:41720|issue:46209", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:43606|issue:45083", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:29942|issue:32090" + ], + "prepared_review_unit_hash": "7f2a7a73079cde2b004ffa4a4c23a9340e7de3d5dcd47a56ca67862a58f085ba", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36431, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues with only superficial title overlap (e.g. missing config attrs, inference regressions, docs/API drift). None of the soft pairs look like the same underlying bug or change, so this cluster should not be collapsed into duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43425 is the broadest, most discussion-heavy compatibility/regression report in the set, so it is the best umbrella representative even though the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43425 is the most central representative for triage: broad impact, high discussion, and a general runtime compatibility framing rather than a narrow one-off symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Different failures: tokenizer/model loading for gguf vs stale dtype on from_config; no shared code path." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "One is a from_pretrained non-persistent buffer regression; the other is a CLIP class structure inconsistency. Different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing model class vs incorrect detokenization for a specific model; unrelated symptoms and fixes." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model families/config classes and are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs batched video processor shape bug; different subsystems and root causes." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure for one model vs save_pretrained/tokenization failure for another; not the same concrete issue." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing model_generate_images test is unrelated to a stale paged generate warning." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video-input regression in specific Qwen VL variants vs return_tensors being ignored when text_kwargs is passed; different behaviors." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward/from_latents mismatch is a model computation bug; GraniteSpeech stale device override is a CI test issue." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling vs RT-DETR memory release on deletion; no shared underlying defect." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they cover different pipeline APIs and deprecations, so not duplicates." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "MM token type IDs defaulting to zeros is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch vs AMP/float16 loss crash; different code paths." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern label handling, but one drops tuple elements in gather_for_metrics while the other reduces labels incorrectly in an image processor." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are unrelated model/config issues." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Two separate missing utility-symbol regressions affecting different optional dependencies and callers." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "One is a CUDA AMP crash in a loss; the other is auxiliary losses not used when denoising is off. Distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are device/hardware failures, but one is an A800 cudaErrorAssert in Qwen3 auto-mapping and the other is an FP8 inference issue on B200." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helper/functionality: DAC latent conversion mismatch vs qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center arg in a feature extractor vs empty-transcription generation failure after token alignment; unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping bug vs CLIP text model structural inconsistency; different model families and fixes." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs feature-length helper behavior in qwen3_omni_moe; no overlap." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Flash-attn import lookup on Python 3.13 vs Windows ROCm/torch.distributed dependency failure; different environment breakages." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP vs RT-DETR memory not released; unrelated model behaviors." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash support import vs a broad Torch 2.10 compatibility report; not the same underlying regression." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse layer creation in SwitchTransformers vs BigBird tokenizer special-token registration; different components." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure vs stale device override test in GraniteSpeech; different issues." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to a Trainer _gpu_broadcast_one NoneType error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 29, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:28282", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43606", + "issue:43611", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46326", + "issue:46431", + "issue:46512", + "issue:46566" + ], + "soft_pairs": [ + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:45759|issue:46512", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:37428|issue:44351", + "issue:44514|issue:44521", + "issue:45588|issue:45859", + "issue:34689|issue:35141", + "issue:46431|issue:46566", + "issue:45290|issue:46326", + "issue:45127|issue:45245", + "issue:42490|issue:43854", + "issue:45200|issue:45588", + "issue:43606|issue:44857", + "issue:43819|issue:44493", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:39692|issue:43526", + "issue:26413|issue:31501", + "issue:28218|issue:32090" + ], + "prepared_review_unit_hash": "8ef91cbe64e8e58d439a0648c5459e865a5b6a7a756e315444c83e89b68ae7b1", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36455, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers bug reports. The only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` failure (issues 45310 and 45478); the rest are broad subsystem similarities, not the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the earlier, more detailed report, and issue:45478 is an obvious duplicate with the same title/root failure on transformers>=5.4.0.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best canonical issue because it cleanly represents the one real duplicate pair and has the fuller original report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Both are import/runtime failures, but one is missing PyTorch for AutoModel and the other is a MacOS CLIP bus error; different root causes." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both concern model loading, but one is about `base_model_prefix` handling and the other is a weight shape mismatch for a different model." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output regression vs Qwen3 recurrent-state/cache bug; these are different code paths and failures." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "One is about unwrapping `text_config` in composite configs; the other is about stale `model.config.dtype` after `from_config(dtype=...)`." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and BEiT legacy preset loading are unrelated model-specific bugs." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `@torch.jit.script` parsing/import issue vs a helper length-calculation bug in `qwen3_omni_moe`; not the same problem." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Training/eval dtype drift and a pipeline translation error message are unrelated issues." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight unpacking and GraniteSpeech stale device-override test failures are different models and different mechanisms." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box validation and Trainer `_gpu_broadcast_one` NoneType errors do not share the same underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug vs qwen3_omni_moe feature-length helper bug; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer issue vs GraniteSpeech CI device-override issue; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config bug vs D-FINE auxiliary-loss issue; different subsystem and failure mode." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (`_flash_supports_window_size` vs `HybridCache`) and different breakages." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Batched `apply_chat_template(..., padding=False)` crash and zero assistant masks for multimodal inputs are distinct chat-template bugs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Qwen3.5 MoE rotary embedding CPU-offload incompatibility are separate code paths." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model-loading regression vs output embedding reinitialization after resizing embeddings; different defects." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template error vs DiffusionGemma staying on `meta` with `device_map='auto'`; unrelated loading failures." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Tool-call assistant message crash and `continue_final_message` behavior for mistral_common tokenizers are related only at a high level, not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge with extended vocab causing collapse and a `2^24` category limit runtime error are not the same issue." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash import warning and GLM-4.7-Flash unit-test loading failure are different model-loading problems." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 `mm_token_type_ids` defaulting and flash_attention `s_aux=None` crashes are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Bark CPU-offload device mismatch and LwDetrImageLoss float16 AMP crash are different failures in different models." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC `from_latents` mismatch with missing STE and unexpected position-id keys are not the same underlying bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are duplicate reports of the same Qwen3.5 MoE `from_pretrained` error on transformers>=5.4.0, with matching symptom and root cause." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output regression and Deepseek tokenizer correctness regression are both v4/v5 comparison issues, but not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example failures and BEiT image-processor `reduce_labels` behavior are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure and FineWeb SLM training not starting are different training issues." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior and Trainer `_gpu_broadcast_one` NoneType error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The packet clearly supports 45310/45478 as the only exact duplicate pair (same title and same transformers>=5.4.0 Qwen3.5 MoE from_pretrained failure), and the other pairwise rejections stay conservative given the distinct titles. The canonical issue choice is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 30, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43927", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45459", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46655", + "issue:46697" + ], + "soft_pairs": [ + "issue:44617|issue:46697", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:45459|issue:46234", + "issue:44857|issue:45072", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:44448|issue:44977", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:45920|issue:46192", + "issue:40444|issue:43526", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:43278|issue:43381", + "issue:45290|issue:45381", + "issue:44855|issue:46399", + "issue:44857|issue:45588", + "issue:29870|issue:33290", + "issue:43927|issue:45698", + "issue:37428|issue:42175", + "issue:45290|issue:46655", + "issue:32090|issue:33290" + ], + "prepared_review_unit_hash": "c93a63be15489855ec7879470e9a8270c77bc9f0b79b64d9197e9980dee36cb1", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36535, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformer issues spanning different models, features, and failure modes. The soft edges look like superficial text similarity rather than true duplicates, so none should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster: the items cover unrelated bugs across loading, generation, flash-attention, dtype, save/load, and model-specific processor behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because there is no shared underlying bug or change across the cluster; the safest triage is to keep them separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "Both involve OOM/padding-adjacent vision workflows, but one is Sam3Video CUDA memory pressure and the other is Swin2SR over-padding. Different code paths and symptoms." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc example errors are about example/model-processor mismatch and quantization, while the other is a position-id key warning. Not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "One is a LasrFeatureExtractor regression from an unsupported `center` arg; the other is a Gemma4 device-map mismatch during forward. Different subsystems." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer/protobuf error handling is unrelated to the missing `is_falcon_mamba_ssm_available` import_utils helper. No shared failure path." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Float16 AMP crash in LwDetrImageLoss is not the same as dtype mismatch issues in SwitchTransformers/TimmWrapperModel. Different model paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe are unrelated bugs." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast of `NoneType` and MacOS bus errors on CLIP loading are distinct runtime failures." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning on local paths is unrelated to Qwen2-57B tensor-parallel OOM." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile/SDPA failure and qwen3_omni_moe feature-length logic are different concrete bugs." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Missing ReLU in DSA indexer is unrelated to removal of `is_torch_fx_available` breaking trust_remote_code models." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are not the same underlying issue." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures do not match the embedding reinitialization bug in `post_init`." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Both mention model loading/attention, but one is XLMRoberta with Flash Attention 2 and the other is Llama 3.2 Vision loading regression. Different models and failures." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation problems are unrelated model-specific regressions." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART `generate()` decoder mask bug and Trainer broadcast `NoneType` error are separate execution paths." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval and undefined variables in qwen multimodal token counting are different bugs." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs across many tokenizers is not the same as `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image dataset finetuning failure and BeitImageProcessorFast label reduction are unrelated processor/training issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp unsupported by `torch.jit.script` are unrelated old bugs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation problems and Gemma4 multi-GPU CUDA OOM are different runtime issues." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval/train dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template crashes on tool-call messages and qwen2.5-vl video position-id bugs are different code paths." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python parsing/indentation failure around decorators is unrelated to a missing decorator registration bug for `apply_rotary_pos_emb`." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr float16 AMP crash and `flash_attention.py` crashing on `s_aux=None` are distinct failures." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generation mask bug and DeepSpeed Adafactor OOM do not share a concrete root cause." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "DiaConfig losing custom token IDs after save/load and loading the wrong custom module after `save_pretrained` are both serialization-related, but they are different bugs with different failure modes." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing flash-attention helper import and packaging missing TensorFlow backend are unrelated dependency/import issues." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call handling and SmolVLM video padding calculation are separate feature bugs." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer `NoneType` broadcast and Adafactor/DeepSpeed OOM are different problems despite both occurring in training." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 31, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121" + ], + "soft_pairs": [ + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:42490|issue:43873", + "issue:43976|issue:45440", + "issue:43278|issue:43575", + "issue:45588|issue:45823", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:44977|issue:45563", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:44361|issue:45198", + "issue:45372|issue:45588", + "issue:44186|issue:45198", + "issue:43611|issue:46121", + "issue:42915|issue:42994", + "issue:29870|issue:34689", + "issue:43412|issue:45588", + "issue:44206|issue:44479", + "issue:45372|issue:45406", + "issue:43653|issue:44442", + "issue:29942|issue:30064", + "issue:43756|issue:45440" + ], + "prepared_review_unit_hash": "c89bd0843746345959638a139ddb82970cfbbe3742ca8b67325f9e445f5cc1ee", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate: the candidates mostly share broad themes (tokenizers, generation, quantization, Gemma/Qwen, etc.) but describe different concrete failure modes and code paths. I\u2019d anchor the cluster on issue 44561 as the most broadly impactful, well-scoped v5 regression report.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44561 is the best representative anchor: it\u2019s a concrete, cross-cutting v5 compatibility break with downstream impact and clear symptom/reporting, whereas the other issues are narrower or more fragmented.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44561 is the strongest overall issue candidate because it captures a clear release regression affecting trust_remote_code models and is easier to use as a cluster representative than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is an API removal breaking trust_remote_code models and the other is a tokenizer correctness issue for DeepSeek; different bug classes and fix paths." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to a Gemma4 multi-GPU CUDA OOM; different model, symptom, and likely root cause." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Trainer GPU broadcast NoneType error are unrelated subsystems and failures." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One concerns generation output differences for Pegasus, the other serialization of lm_head.weight; both are v5-related but not the same concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warnings have nothing to do with quantization offloading behavior." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3MoE implementation divergence are unrelated issues." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Training/eval dtype drift is a different problem from tensor-parallel OOM while loading a large Qwen2 model." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention crashing on s_aux=None is a different code path from Gemma4 PLE device placement mismatch in forward." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different models and failure modes: Qwen3 auto device mapping asserts on A800, while Gemma4 hits OOM in multi-GPU inference." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion failure is unrelated to Gemma3 NaN embeddings from mixed-length sliding-window attention." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct trainer-state issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a community CLIP model and a SigLIP2 doc example mismatch/quantization failure are not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression and a stale warning in paged generate are different symptoms and code paths." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count updating are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id configuration inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare except swallowing errors are different defects in different models." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task crashes and Wav2Vec2 save/tokenization failures are separate tokenizer bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import/dependency failure is not the same as a flash-attention AttributeError on sink-less models." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER padding/truncation crashes and Wav2Vec2 save/tokenization failures do not share the same root cause." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression and rope-parameter validation TypeError are unrelated changes." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 configuration failure in Qwen3Moe and quantized model saving failure are both quantization-adjacent but distinct." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() unbound local error and Llama 3.2 Vision model loading breakage are different model-loading/generation problems." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failures and flash-attention s_aux=None crashes are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature-extractor unsupported-arg crash and video-input regression for Qwen VL models are different modality regressions." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is an import-time dependency issue and the other is a serve-time missing _tokenizer attribute; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird decode emptiness and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer problems." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing failure are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-architecture issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 32, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:45491|issue:46693", + "issue:45459|issue:45712", + "issue:29127|issue:33357", + "issue:43065|issue:45412", + "issue:45245|issue:45563", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:45372|issue:45459", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:29127|issue:35141", + "issue:42490|issue:43381", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43421|issue:45491", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:43526|issue:44186", + "issue:27957|issue:29127", + "issue:43824|issue:44279", + "issue:46121|issue:46399", + "issue:27957|issue:33290", + "issue:43994|issue:46369", + "issue:43334|issue:43531", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:45250|issue:46640", + "issue:45588|issue:45600", + "issue:43761|issue:45859" + ], + "prepared_review_unit_hash": "b8e7cd293991e7608a3b079736a91875f69f76ae0c8a50d063f0e4207c08c5e0", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37449, + "estimated_input_tokens": 9363, + "estimated_eval_tokens": 18982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most pairs only share superficial wording or a broad subsystem, not the same concrete bug/change. I would not merge any of the soft pairs as duplicates, and I do not see a safe single canonical issue for the whole set.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a NaN/attention correctness bug and the other is a long-context performance regression; different failures and fixes." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error handling with missing protobuf is unrelated to leftover dummy classes and repo-check failures." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and a CLIP MacOS bus error are unrelated issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is not the same bug as RT-DETR memory not being released." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error and a stale generate() warning are different code paths and symptoms." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer handling is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export exportability with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM during tensor-parallel model load and a resume_from_checkpoint key mismatch are different problems." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common is unrelated to tokenizer error suppression when protobuf is absent." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer-related, but not the same underlying bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are unrelated model-specific bugs." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient checkpointing in eval mode are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory leaks do not share the same code-path bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC/memory leak and Sam3 LiteText memory overflow are different memory issues in different models." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaNs from sliding-window attention." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve OOM, but one is tensor-parallel loading and the other is int4 quantization reserved-memory growth." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in bfloat16 inference are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index errors are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL weight-shape mismatch are unrelated model-loading problems." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "BeitImageProcessorFast label handling is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Label reduction in an image processor is not the same as LayoutLMv2Tokenizer crashing on NER padding/truncation." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL import and a generic dependency issue are not the same concrete problem." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-parameter validation TypeError and a missing decorator for apply_rotary_pos_emb registration are different issues." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FA2 support for XLMRoberta and Adafactor OOM in deepspeed are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 bad outputs and Sam3 LiteText memory overflow are different model-specific failures." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id for Qwen3-VL and a sliding_window issue for Qwen3-MoE are different config/behavior bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor OOM and Llama 3.2 Vision loading breakage are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in deepspeed with Adafactor is unrelated to output embedding reinitialization after resize." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "These are both Flash Attention 2 themed, but one is a generic request and the other is an open issue; no evidence they describe the same concrete bug/change." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "FA integration crash on s_aux=None and stale auto_mappings references to removed configs are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3.5 CPU-offload incompatibility are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 33, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45759", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46697" + ], + "soft_pairs": [ + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:44442|issue:44898", + "issue:44743|issue:44811", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:45003|issue:45440", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:43493|issue:43827", + "issue:43723|issue:45479", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44987|issue:46178", + "issue:44855|issue:45137", + "issue:43761|issue:44188", + "issue:43931|issue:45216" + ], + "prepared_review_unit_hash": "515617d23246ad9183bf43fbccd0ff391cf7e810803cb4f419b9baa2659ce20c", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35459, + "estimated_input_tokens": 8865, + "estimated_eval_tokens": 17986 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct bug reports across different models, processors, configs, and loading paths. None of the soft pairs look like true duplicates or mergeable into one change.", + "confidence": 0.83, + "canonical_issue_reason": "No clear canonical issue: the cluster spans unrelated regressions and feature bugs, so any single issue would be only a loose representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the broadest active bug report in the set, but it is still just a representative issue, not a real duplicate anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Both are regression reports, but they describe different failures in different code paths (gradient checkpointing eval-mode vs quantization/offloading)." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same Qwen VL family, but one is a batched chat-template crash and the other is wrong video position ids; not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated areas: AutoConfig trust_remote_code field loss vs patchtsmixer post_init policy. No shared underlying defect." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both involve audio processors, but one is a sampling-rate default mismatch and the other is an unsupported center argument crash." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Completely different failures: Qwen3.5 flash-attention generation vs category cardinality limit error." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading for FastSpeech2Conformer is unrelated to Perceiver image classification padding/interpolation behavior." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and bugs: recurrent state reset in modular Qwen vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning is unrelated to Qwen recurrent-state cache reset." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading failure are separate issues with no shared code path." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Generic sys.modules access bug vs DeepSeekV3 MoE divergence are not the same defect." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Different dependency/backend problems: missing tensorflow in torch install vs missing import_utils helper." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and BART generate decoder_attention_mask error are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API issues, but they concern different models and different missing/mismatched fields." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and stale docs referencing pipeline() are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and zero-loss sequence-classification behavior are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen video input regression do not share an underlying code-path problem." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Both are image/video preprocessing issues, but one is Qwen rope indexing and the other is Swin2SR over-padding." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading bug and Gemma-3 eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword duplication and list_repo_files revision forwarding are different API bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Both touch outputs, but one is CLIPVisionModel hidden_states regression and the other is generic ModelOutput key assignment behavior." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are distinct model-loading problems." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code and rotary_pct not persisting on reload are separate config serialization issues." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and AutoModelForCausalLM.from_config not unwrapping text_config are not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Different backend/loading failures: physical-intelligence/fast loading vs tensorflow_text backend mapping error." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error and DeepSpeed ZeRO3 deque underflow are unrelated runtime issues." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states regression in CLIPVisionModel and attention-kernel divergence under torch.compile are separate problems." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on model loading and incorrect save_pretrained checkpointing are different directions of failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 34, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44568", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45479", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44190|issue:44496", + "issue:43232|issue:43388", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:25251|issue:28282", + "issue:44568|issue:45479", + "issue:43606|issue:43701", + "issue:44464|issue:46421", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:45803|issue:46170", + "issue:43404|issue:43441", + "issue:45632|issue:46424" + ], + "prepared_review_unit_hash": "3ce12af171ae7918a501359909574545aab1c40b10882fbea896024ce183b587", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36307, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated Transformers issues around loading, generation, config, cache, or environment-specific failures. I found no true duplicate pair to merge.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the cluster spans many distinct bugs and regressions across different models and subsystems. If forced to anchor the set, issue 45698 is the broadest active save/load regression, but it is not a good representative duplicate target for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the strongest single issue to keep as the representative anchor because it is open, active, and broadly about incorrect custom-module loading after save_pretrained/from_pretrained. It is still not a duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure and unrecognized-model config error are different code paths and different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "One is a generation kwargs/sync_gpus issue; the other is a metric-gathering bug dropping tuple labels in the last batch." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2Conformer is unrelated to Fuyu's bare-except error swallowing exceptions in tensor conversion." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is about dequantized model saving and the other is wrong custom-module resolution after reload; different underlying bugs." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel startup failure and tp OOM on Qwen2 are different problems." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM is not the same as a key error when loading MobileLLM-125M." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention support for XLMRoberta and a Trainer broadcast TypeError are separate issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting bug and missing PyTorch ImportError are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token insertion regression and degenerate sequence-classification loss are different subsystems." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/prefill, but one reports wrong outputs while the other reports spurious recompilation from cache lazy init." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and kernels version/revision import failure are distinct package/API issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model/processor regression is unrelated to the pipeline translation error message change." + }, + { + "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:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma3 eos_token_id inconsistency are different model/API problems." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma3 eos_token_id configuration and Whisper empty-transcription handling after align_special_tokens are not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image-preprocessor dtype mismatch are separate issues." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend installation packaging issue and Gemma3 config API discrepancy are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation and non-persistent buffer junk are different code paths." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma3 eos_token_id mismatch and quantized-model save/load breakage are not the same defect." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5 and GPTNeoX rotary_pct persistence/reload bug are distinct." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file/from_pretrained breakage and unrecognized model config errors are related to loading, but they are different failure mechanisms." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 runtime breakage and a janus test failure are not the same issue." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion and Trainer import failure caused by datasets are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu exception handling bug and Windows ROCm torch.distributed import dependency issue are different." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration and FlashAttention failure for Ministral-3 are separate bugs." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision for trust_remote_code and max_cache_length being honored only for Quantized Cache are unrelated cache issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 35, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43827", + "issue:43994", + "issue:44190", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46082", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697" + ], + "soft_pairs": [ + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:43065|issue:44617", + "issue:45127|issue:45200", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:43388|issue:43688", + "issue:44792|issue:45600", + "issue:43352|issue:46640", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43525|issue:43531", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:43673|issue:46421" + ], + "prepared_review_unit_hash": "5490088610f13c3752f3323dd70a516c6e1f5ce143ff60b0f4eaa56249786635", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35227, + "estimated_input_tokens": 8807, + "estimated_eval_tokens": 17870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not a true duplicate set; it contains many unrelated issues across different models, processors, configs, and cache paths. I rejected all soft edges because the paired items only share broad subsystem vocabulary, not the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and the similarity links look like keyword-based false positives rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue to represent the cluster; picking one would be arbitrary because the linked issues do not share a common code-path failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Both involve SAM-related models, but one is an input-size/processor mismatch and the other is a memory overflow; different failure modes." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated: one is a vague data request, the other is a Gemma pipeline roundtrip/tokenization issue." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and different bugs: CLIP hidden states regression vs Qwen video-input regression." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Config attribute mismatch vs backend registration error; no shared code-path." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen video-processing ValueError and chat-template batching crash are separate bugs." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TF backend detection issue is unrelated to missing Falcon Mamba availability helper." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "SAM3 dummy Conv2d implementation and SAM3 video OOM are not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab and Gemma4 mm_token_type_ids defaulting are different model behaviors." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field loading failure vs wrong custom module resolution after save/load are distinct persistence bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issue do not match." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering drops tuple labels; the other is auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus generation test and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention, but one is an explicit unsupported-model guard and the other is an unspecified open issue." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache initialization and recurrent-state reset with cache are different implementation bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor selection and missing fpn_position_embeddings on SAM3 output are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config pad_token_id and Qwen3-MoE sliding_window handling are separate config issues." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and loading Phi-4 multimodal are different model/input loading failures." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs GPTNeoX rotary_pct reload defaulting are not the same issue." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token embedding resize reinitialization and trailing-slash local model import warning have no concrete overlap." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing crash in serve and Gemma4Processor missing _tokenizer are separate failures." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated bugs." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code caching, but one is a leaf-directory collision and the other is a FileNotFoundError; not enough to merge." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 decorator parsing error in DebertaV2Model is unrelated to sink-less flash-attention s_aux handling." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline() APIs and SigLIP2 nonsensical outputs are different problems." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/chunked prefill, but one is missing GenerationMixin cache and the other is lazy cache init causing recompilation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 36, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43761", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45803", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752" + ], + "soft_pairs": [ + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:44933|issue:45362", + "issue:43335|issue:44855", + "issue:44479|issue:44734", + "issue:44077|issue:44877", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:43526|issue:46697", + "issue:44112|issue:45600", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:45290|issue:46752", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:45276|issue:45584" + ], + "prepared_review_unit_hash": "5e53cd958f6483b242cad829496071c2a07eecf0c01a063ffa9cc20eedbef265", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35961, + "estimated_input_tokens": 8991, + "estimated_eval_tokens": 18238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most soft pairs are not true duplicates. The only strong matches are the apply_chat_template empty-input crash pair and the DeepSeek tokenizer regression pair.", + "confidence": 0.89, + "canonical_issue_reason": "issue:46752 is the broadest and clearest representative of the apply_chat_template empty-input crash, and it is still open; its counterpart is a narrower variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46752 is the best issue to anchor this cluster because it captures the general failure mode with a simple repro and likely subsumes the narrower tool-call/no-content report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different bugs: model load weight-shape mismatch vs an incorrect tied-weights warning." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different models and failures: missing hidden_states vs missing load-balancing loss." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Both touch generation/embeddings, but the concrete bugs differ: decoder attention mask init error vs embedding reinitialization on resize." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated symptoms and code paths: Sam3Video OOM vs Whisper empty transcription crash." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning in paged generate is not the same bug as Whisper failing after align_special_tokens." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Buffer initialization issue vs config reload reverting rotary_pct; related area, different underlying defects." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Different features entirely: pipeline top_k nesting vs Flash Attention 2 support." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Import error in image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Configuration/model-construction bug vs Python 3.13 parsing error in a scripted function." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are regressions, but one is about video input handling and the other is KV-cache continuation indexing in serve." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Different config-policy problems with no shared concrete code path." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the training example." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Both mention model/resource problems, but one is a Qwen video-position regression and the other is Sam3-LiteText memory overflow." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "GPU device-mapping assert and category-count limit are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Single-layer sparse config bug is unrelated to dataset loading." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue is not the same as OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is a different failure from a stale warning." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to local dataset loading." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/extended-vocab collapse is a different bug from incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Label reduction bug and image over-padding bug are different preprocessing defects." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI test staleness and auto_mappings referencing removed configs are different issues." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they affect different processors and failure mechanisms." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are Sam3 memory problems, but the affected models and symptoms differ." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5; 46489 is a more specific instance of the broader issue reported in 44779." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Regression around processor.tokenizer access is unrelated to gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": true, + "reason": "Both describe apply_chat_template crashing on empty/missing assistant content; 46752 is the broader empty-list form of the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation error is unrelated to serve-side KV-cache continuation indexing." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU arange issue and bare-except swallowing errors in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize-token-embeddings/output-embeddings bug is unrelated to Whisper empty-transcription handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft pairs are conservative matches supported by the issue titles. The rejected pairs also read as appropriately cautious rather than overstated. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 37, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43479", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44938", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:44938|issue:45542", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:25251|issue:29870", + "issue:45632|issue:46234", + "issue:44246|issue:45003", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:42175|issue:44279", + "issue:45245|issue:45584", + "issue:42796|issue:44521", + "issue:44186|issue:44734", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:43650|issue:44220", + "issue:32090|issue:35141", + "issue:36246|issue:38617", + "issue:43479|issue:45375", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:43531|issue:45600", + "issue:43673|issue:46424", + "issue:44016|issue:44220", + "issue:43976|issue:44987" + ], + "prepared_review_unit_hash": "7c70a8dff1d4c029790eff49fe995399b6b19734ef4bf96b2c6ff8590b8217f6", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36112, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "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. Several pairs share only broad subsystem similarity (imports, loading, multimodal, cache, tokenizer) but not the same concrete defect, so almost all soft edges should be rejected.", + "confidence": 0.42, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 44964 is the most concrete and broadly user-facing model-loading regression, and it sits nearest to other load/config-related reports. Still, the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "44964 is the best overall issue candidate because it is a clear failure mode with a specific reproduction and broad impact, making it the most representative anchor for triage among these heterogeneous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different failures: Python 3.14 import/load problem vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but one is about all-zero assistant masks and the other about wrong vision position ids; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json handling and list_repo_files revision forwarding are unrelated code paths." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline output nesting and BART decoder_attention_mask assignment are different issues." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to a missing import_utils symbol." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import behavior, but one is slow import performance and the other is unsafe sys.modules access; not the same defect." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models and root causes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a model load regression; the other is stale auto_mappings references breaking CI." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config/model loading, but one loses fields under trust_remote_code while the other lacks model_type for an unrecognized model." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI device-override failure is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support and embedding reinitialization after resize are different code paths." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are validation edge cases, but they concern different configs and different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Generic dependency/backend issues, but not the same package or symptom." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and empty-transcription generation are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to multimodal assistant mask generation." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and serve KV-cache continuation indexing are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3 and save_pretrained checkpoint correctness in Qwen3.5 are distinct regressions." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder/data request is unrelated to _torch_extract_fbank_features." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType and embedding reinitialization are unrelated failures." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are missing-import reports, but they concern different missing names and code paths." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Defaulting None configs and missing deepstack_visual_indexes under strict serialization are different issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to CPU/CUDA output divergence." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill while the other is about max_cache_length being honored only for quantized cache." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and fbank feature extraction are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and a specific model-loading failure are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 38, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43577", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:43295|issue:45335", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:45083|issue:46506", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:44496|issue:45042", + "issue:42907|issue:43441", + "issue:43673|issue:44336", + "issue:43976|issue:44279", + "issue:44496|issue:45759", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:44327|issue:46752", + "issue:46123|issue:46369", + "issue:43299|issue:45216", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:41950|issue:45020" + ], + "prepared_review_unit_hash": "ede50ccf5a465220a969c7551979fc61eee9ce8e9a2ebb7990c6f31f028c31f9", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36154, + "estimated_input_tokens": 9039, + "estimated_eval_tokens": 18334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: the soft pairs mostly share only broad subsystem or version-regression wording, not the same concrete bug. I would not merge any of the candidate pairs; the closest thing to an umbrella issue is the broad remote-code/version-regression report, but it still does not subsume the rest.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style regression report in the set (recent versions breaking `remote_code` models) and is the closest available cluster anchor, though it does not actually duplicate most others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best global representative because it is broad, user-facing, and spans the kind of recent-version breakage that shows up in several other reports here; still, it is not a true duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different bugs: processor/tokenizer regression vs `resize_token_embeddings` not updating `decoder.embed_tokens`." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch>=2.9 compiled-flex-attention failure and the other is an import/version-check bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Unrelated APIs: BEiT fast processor label reduction vs text-classification docs for `return_all_scores`." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different model paths and symptoms; helper-length logic in qwen3_omni_moe is not the same as CPU/CUDA output mismatch in PPDocLayoutV3." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Distinct failures: gradient checkpointing in eval mode vs D-FINE auxiliary loss handling when denoising is off." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch vs model-loading/config rejection; same broad theme of API breakage, but not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "One is an unrecognized model/config issue, the other is a PIL image-processor torchvision dependency regression." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different Ministral-related problems: save/dequantize failure vs FlashAttention crash." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Unrelated concerns: GenerationMixin cache during chunked prefill vs ANSI codes in loading_report." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python-version compatibility bug; the other is a generic dependency issue with transformers." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different composite-model loading issues: unrecognized model config vs `from_config` not unwrapping `text_config`." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention related, but they hit different code paths and failure modes." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and tokenizer keyword conflict are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A Janus test failure is not the same bug as cache config max length handling." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import problems in different modules (`Qwen2_5_VLForConditionalGeneration` vs `image_utils`)." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Different edge-case crashes: QA span decoding top-k bounds vs empty chat-template input." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Silently dropping final batch results is unrelated to sam3-litetext memory overflow." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen regressions, but one is model loading and the other is incorrect save_pretrained output; separate code paths." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "apply_chat_template assistant masks vs FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue and torch 2.4.1 incompatibility are not the same defect." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug and Whisper empty-transcription generation failure are different issues." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation is unrelated to the Qwen3.5 kernel registration decorator bug." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency complaints, but one is about transformers compatibility and the other is a PEFT minimum-version bump." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer behavior, but the affected models and failures are different (processor/tokenizer API regression vs Deepseek tokenization correctness)." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 doc-example errors are not the same as the text-classification pipeline docs mismatch." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are separate dtype/state bugs." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling is unrelated to the Qwen3.5 `tie_word_embeddings` warning." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support failure and PEFT version bump are different release/compatibility issues." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Both involve config fields, but one is head_dim validation and the other is stale dtype metadata after from_config." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup is not the same issue as remote_code model breakage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 39, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44351", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46209" + ], + "soft_pairs": [ + "issue:44351|issue:45278", + "issue:43299|issue:45357", + "issue:42796|issue:43650", + "issue:44779|issue:45812", + "issue:44242|issue:45200", + "issue:43479|issue:43525", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:41950|issue:45823", + "issue:43653|issue:45593", + "issue:44683|issue:45542", + "issue:43650|issue:46209", + "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:44361|issue:45593", + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43901|issue:44246", + "issue:44623|issue:45397", + "issue:43441|issue:44683" + ], + "prepared_review_unit_hash": "ee8ca5abccc1a7e04685da2809074dad5162d0db12c557c482396639eba340ce", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36017, + "estimated_input_tokens": 9005, + "estimated_eval_tokens": 18266 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span unrelated tokenizer, model-loading, config, training, CI, and documentation bugs. All proposed soft edges look like false positives, so none should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue; the set is heterogeneous and the soft edges do not point to one shared underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative for this cluster because the reports cover many different code paths and regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing import of one symbol vs broad import errors after upgrade; not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Model loading failure vs save_pretrained key serialization regression; different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling vs unrelated placeholder issue; no shared bug." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and have different failure modes." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss bug vs Gemma4 mm_token_type_ids defaulting; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and errors: default-init bug vs missing attribute." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization inconsistency vs embedding-resize propagation; different functionality." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and symptoms; only broadly both are loading issues." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor selection bug vs device mismatch during forward; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration vs auxiliary-loss omission; unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "torch flex_attention compile failure vs missing TensorFlow backend package; unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No substantive overlap: placeholder issue vs FP8 inference failure on B200." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading preference vs regex patch crash; different loader paths." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError vs D-FINE loss bug; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral vs OCR index error in Kosmos2.5; unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation bug vs Gemma4 processor import error; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized save failure vs dequantized load/offload failure; related area but different bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM vs DeepSpeed double optimizer step; different optimizer problems." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs repo file listing missing revision forwarding; unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Stale auto_mappings references vs leftover dummy classes; different CI failures." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files vs slow filtering after upgrade; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA layernorm epsilon bug vs GlmMoeDsaIndexer split return issue; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow backend in torch install vs Python version compatibility regression; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model regressions and different code paths; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch vs import performance regression; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save-pretrained file omission vs Gemma4 zero3 from_pretrained; different load/save paths." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one ignores tokenizer.json and the other crashes while patching Mistral regex." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and have different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 40, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:41628", + "issue:42491", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46424", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752" + ], + "soft_pairs": [ + "issue:45542|issue:45800", + "issue:43723|issue:44162", + "issue:43673|issue:43761", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44016|issue:45823", + "issue:46291|issue:46399", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:46655|issue:46726", + "issue:44336|issue:44373", + "issue:41628|issue:43976", + "issue:44246|issue:44496", + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:44242|issue:45593", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:43540|issue:46752", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:44336|issue:44485", + "issue:44451|issue:46752", + "issue:44336|issue:46424" + ], + "prepared_review_unit_hash": "754709a988ba0c7f053dd6454a7b7da8e5c4f5640c2d58908079c16b77c83d53", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35717, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are separate regressions, import errors, model-specific load failures, or unrelated tooling/doc issues. I would not merge any of the soft pairs as duplicates; the only reasonable anchor is the broad config-loading regression in issue 43643, but even that is not a true duplicate of the others.", + "confidence": 0.22, + "canonical_issue_reason": "Issue 43643 is the broadest and most central loading/config regression in the set, with a generic code path and clearer triage value than the highly model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43643 is the best representative issue because it targets a common upstream loading path and is more generally actionable than the other narrowly scoped bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Different failure modes: TensorFlow backend handling vs a torch/transformers version incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are unrelated code paths." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache issue during chunked prefill is not the same bug as CLIP hidden-states being dropped." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL import and Python-version support problems are different issues." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure do not share the same root cause." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device placement during forward." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel dependency version/revision validation and a missing decorator on rotary-pos-emb registration are different problems." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config-related, but one is a missing attribute on Llama4Config while the other is trust_remote_code returning incomplete AutoConfig fields." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention divergence is not the same as ANSI codes emitted by loading_report." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation in SmolVLM is unrelated to AutoProcessor's missing-vision-backend error." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "A terminal-color output bug and a docstring issue are not duplicates." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure is not the same as Python 3.9/3.10 compatibility breakage." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Load-balancing loss omission and unrecognized model/config loading are different code paths." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and undefined tf backend initialization are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is different from Gemma4 zero3 from_pretrained loading." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generation warning are not the same bug." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state and from_pretrained behavior inside Python classes are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation handling and Qwen3.5 kernel registration are different subsystems and failures." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and modeling_utils sys.modules access are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and missing auxiliary losses are similar at a high level but not the same concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but they describe different loading failures and model variants, so they are not safe duplicates." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are different issues." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to empty chat-template input handling." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma-3 eos_token_id configuration are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access and Gemma4 zero3 loading are different failure modes." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output formatting and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "A specific model loading failure and empty list handling in apply_chat_template are not duplicates." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Loading-report terminal coloring and cache length semantics are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 41, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44351", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46655", + "issue:46726" + ], + "soft_pairs": [ + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:41950|issue:44220", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:44734|issue:46424", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44242|issue:44857", + "issue:45859|issue:46399", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:43475|issue:46369", + "issue:44295|issue:44749", + "issue:45137|issue:45600", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:43295|issue:45292", + "issue:44561|issue:46399", + "issue:45292|issue:45584", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44038|issue:46506" + ], + "prepared_review_unit_hash": "0278dd12ce2a4290d2bc340cf3c7bc5b2efe881b8d0d72c15be4fc5c0d750c7f", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36713, + "estimated_input_tokens": 9179, + "estimated_eval_tokens": 18614 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical grouping of unrelated issues: import/load failures, cache/processor regressions, DeepSpeed problems, and several model-specific video/text bugs. The soft pairs are similar in wording or subsystem, but they do not look like the same underlying defect.", + "confidence": 0.85, + "canonical_issue_reason": "issue:44479 is the cleanest concrete regression in the set: it names the affected Qwen VL families, version, and symptom, and is more actionable than the broader or more ambiguous reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue because it is a well-scoped, user-facing bug report with a clear failure mode and model/version context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading failure and AttentionInterface.register behavior change are different code paths and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA crash in Bamba is unrelated to CPU-vs-CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features are separate bugs in different subsystems." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer corruption and resize_token_embeddings not updating output embeddings are different failures." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A docs/behavior mismatch for return_all_scores is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different loading paths." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor versus HybridCache." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to a ZeRO3 empty-deque IndexError." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "modeling_utils sys.modules access and xdist race on captured_info.txt are unrelated bugs." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "Serve KV-cache continuation indexing and cache max_length behavior are distinct cache issues with different fixes." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe sys.modules access are different root causes." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but they are different model families and different processor bugs." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and removal of is_torch_fx_available break different features." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 failure and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and an AMP/CUDA crash in LwDetrImageLoss are different defects." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both target Qwen3.5 MOE, but CPU-offload incompatibility and missing decorator registration are different concrete problems." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate defaulting and slow import time do not share the same underlying bug." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in Qwen3.5MoeVisionConfig and text_config unwrapping in AutoModelForCausalLM are separate composite-config issues." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related regressions, but they affect different models and stem from different processor logic." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 Video missing attribute and sam3-litetext memory overflow are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access IndexError and performance slowdown after upgrade are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and stale auto_mappings config references are different issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor import failure and BertModel ZeRO3 IndexError are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict granite_speech config loading and missing deepstack_visual_indexes are both config issues, but for different models and fields." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer/image handling regression and resize_token_embeddings not updating output_embeddings are different API regressions." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Broken trust_remote_code from removed is_torch_fx_available is unrelated to the Qwen3.5 decorator problem." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern serialization/resizing of embeddings, but they describe different model components and failure modes." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing save_pretrained files and unrecognized image processor on AutoProcessor load are different processor-path bugs." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe version bug and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 42, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726" + ], + "soft_pairs": [ + "issue:29870|issue:30333", + "issue:44479|issue:46170", + "issue:44987|issue:45459", + "issue:43352|issue:45250", + "issue:45412|issue:46123", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:44877|issue:46170", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:44995|issue:45588", + "issue:43931|issue:44368", + "issue:43723|issue:46710", + "issue:45987|issue:46082", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45584|issue:46170", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:44297|issue:44623", + "issue:43994|issue:46726" + ], + "prepared_review_unit_hash": "b79c8ff4355596e2069f79c15fb1469b3a65f8d0480ce0af49405c2a593684f3", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36481, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, generation, config, vision, memory, and infrastructure problems. None of the soft-edge pairs look like the same underlying bug or change, so all should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue is appropriate here because the issues are not duplicates of one another; they describe distinct bugs and regressions across different models, APIs, and subsystems.", + "canonical_pr_reason": "No pull requests were provided in this cluster.", + "best_issue_reason": "No single issue is a good representative for the cluster, since there is no shared underlying defect tying these reports together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow job-status reporting are unrelated failures." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video input regression in Qwen/VL models is unrelated to Windows ROCm import/dependency errors." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "A model-loading failure for physical-intelligence/fast is not the same as protobuf masking tokenizer errors." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "NemotronHForCausalLM not supporting Flash Attention 2.0 is not the same as a generic Flash Attention 2.0 issue." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline batch handling are different code paths and bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "A Qwen3-Next tied-weights warning and patchtsmixer post_init validation are unrelated model/config issues." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning is not the same as a flash-attention generation bug." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct tokenizer/model issues." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a Windows ROCm torch.distributed import failure." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash and Gemma4 mm_token_type_ids defaulting are different defects." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM 3 video and Qwen3OmniMoe video ValueError are separate model implementation problems." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained and a deepspeed double optimizer step are different training/runtime bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker type mismatch are separate SAM 3 issues." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning in paged generate() are not the same bug." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa cache corruption and flash_attention.py failing on s_aux=None are different failures in different subsystems." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to Qwen3.5 tie_word_embeddings warnings." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and DeepSeek-R1 accuracy regression are not the same underlying problem." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are unrelated API/config issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip failure are not duplicates." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "chat/completions request rejection in v5.3 and Gemma roundtrip token handling are different problems." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention-kernel divergence and cache lazy-init recompilation are different performance/correctness bugs." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram support for Int and apply_chat_template missing chat template are unrelated errors." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty transcription handling and Windows ROCm import issues have no common code path." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM 3 Conv2d placeholder and MaskGenerationPipeline partial-batch dropping are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a Transformers upgrade slowdown are not the same issue." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained class metadata mismatch and processor.save_pretrained missing files are different serialization bugs." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and AutoProcessor missing-vision-backend handling are distinct vision-model issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 43, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44351", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46726", + "issue:46752" + ], + "soft_pairs": [ + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:42994|issue:43482", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:43232|issue:43673", + "issue:43475|issue:43643", + "issue:45375|issue:45478", + "issue:28282|issue:30990", + "issue:44964|issue:45137", + "issue:43986|issue:46726", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:44869|issue:45356", + "issue:42994|issue:43525", + "issue:44038|issue:44623", + "issue:45230|issue:45397", + "issue:39692|issue:46726", + "issue:43723|issue:46326", + "issue:43475|issue:45381", + "issue:42371|issue:45092", + "issue:43784|issue:46399", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:45406|issue:46202", + "issue:44945|issue:45753", + "issue:41628|issue:44351" + ], + "prepared_review_unit_hash": "7d0d68181c43b6f376f1982e64464b0ca89a466ae3a21f0725c69cbfaaef41ee", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36075, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct Transformers bugs/regressions. The only clear duplicate-looking pair is the AutoProcessor/vision-backend crash without torchvision; the rest are related only at a broad subsystem or model-family level and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43986 is the strongest representative of the one true duplicate pair: it is the earlier report, has more inbound references, and describes the same AutoProcessor crash when a required vision backend is missing.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43986 is the best issue anchor because it is the earliest and most referenced instance of the duplicate AutoProcessor/vision-backend failure, making it the most suitable canonical issue in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are regression-style complaints, but one is about custom model initialization and the other is an ESM2-specific breakage; they do not describe the same code-path failure." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "One reports preprocessing slowdown after upgrade; the other is about DeepSpeed causing optimizer.step to run twice. Different subsystems and symptoms." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch and token-filtering slowdown are unrelated failures." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS-token config mismatch in Gemma is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both mention quantization/gguf, but one is model saving and the other is model loading; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing files from processor.save_pretrained is unrelated to the DeepSpeed double optimizer-step report." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure for Ministral and apply_chat_template IndexError are different code paths with no clear overlap." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but one is a sync_gpus kwargs update issue and the other is missing cache during chunked_prefill; too different to merge." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A missing field on Sam3VisionEncoderOutput is not the same as trust_remote_code dropping fields from AutoConfig." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field silently dropped by strict parsing and the other is a generic from_pretrained error; insufficient evidence of one bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import failure for AutoModel and a Sentence Transformers loading stall are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure and DeepSpeed ZeRO3 deque underflow are different problems." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Both describe the same AutoProcessor failure when a required vision backend is missing, producing a confusing unrecognized-image-processor crash." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "These are both import/export complaints, but they reference different symbols and likely different API surfaces." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "The former is a general Qwen3.5 Moe from_pretrained error; the latter is a specific missing vision-config field. They may be related, but not enough to treat as the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi tokenizer regression are distinct tokenizer/decoding issues." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 incompatibility and processor.save_pretrained missing files do not share a concrete failure path." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "The generic bug report provides no specific overlap with the Gemma-4 ZeRO3 from_pretrained problem." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc example errors and the missing-vision-backend AutoProcessor crash are different issues." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message on mistral_common tokenizers are separate behaviors." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both involve vision/video models, but the missing output attribute and wrong vision_position_ids are different concrete bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers and a Qwen3.5 kernel-registration ValueError are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and divergent attention kernels under torch.compile are different generation internals issues." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading/quantization behavior and wrong LLM output with pipeline parallelism are distinct problems." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure on \u2581 are unrelated." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and Qwen3_5 infinite-loop on a specific image are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus HybridCache; likely separate export regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair is a clearly close AutoProcessor/vision-backend duplicate candidate. The rest of the verdicts stay conservative and appropriately avoid merging unrelated subsystem regressions. I\u2019d only soften the wording from certainty to \u2018appears to be the same bug\u2019 if you want maximal caution." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 44, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:42994|issue:43824", + "issue:45081|issue:45103", + "issue:42673|issue:43704", + "issue:46202|issue:46701", + "issue:43278|issue:45137", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:30333|issue:33290", + "issue:43504|issue:45561", + "issue:44496|issue:45561", + "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42673|issue:46693", + "issue:44016|issue:46231", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:42222|issue:45200", + "issue:42898|issue:44779", + "issue:43479|issue:44079" + ], + "prepared_review_unit_hash": "58620e0f520aa13cc52473d2ca24b8952e3a67356f15e69a3bfdb4edbbc16fc7", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36673, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One clear duplicate pair appears: the two Qwen3ForCausalLM VRAM-leak reports. The rest are similar only at a broad theme level (imports, tokenizers, saving/loading, or model-specific regressions) and should stay separate.", + "confidence": 0.92, + "canonical_issue_reason": "issue:42673 is the stronger canonical issue: it is the earlier, fuller report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak, with more discussion and inbound references than the later duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative issue in this cluster because it is the clearest confirmed duplicate target and the most fully developed report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: quantized model saving vs a specific missing import for Qwen2_5_VLForConditionalGeneration. Same general release-era breakage, but not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both are AttributeError crashes, but they occur in different subsystems and code paths: Mistral tokenizer regex patching vs auto-docstring processing under future annotations." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact title and same underlying bug report: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both mention Gemma-related generation/pipeline behavior, but one is a tokenizer roundtrip issue and the other is an image-text-to-text pipeline failure." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Completely different problems: dtype drift during evaluation vs a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3 MoE models, but the concrete failures and affected versions differ; not the same code-path problem." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors from transformers, but they concern different symbols and likely different export/regression paths." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "One is FP8 save_pretrained behavior for MoE models; the other is a from_pretrained import/load error. Related area, different bug." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is not the same as FP8 save_pretrained failure; different symptoms and code paths." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-kwargs sync logic and a janus image-generation test failure are unrelated concrete issues." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to an AdaFactor/DeepSpeed OOM." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Pretrained model loading with a legacy field has nothing to do with the xdist captured_info.txt race." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading error and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Dependency/backend packaging issue vs missing image_utils import; not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility breakage and a removed import are different problems." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "SentenceTransformer loading hang and token-embedding reinitialization are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend dependency omission is distinct from leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior regressions in v5, but one is cleanup-space handling and the other is add_special_tokens/BOS-EOS insertion; different bugs." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Padding-mask correctness in MIMI encoder is unrelated to router-logits load-balancing loss calculation." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction and final-partial-batch bookkeeping in MaskGenerationPipeline are separate issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save files is not the same as Qwen3.5 MoE from_pretrained import/load failure." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config default initialization and Whisper timestamp decoding crash are different code paths." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both mention performance/memory, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 slowdown regression." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and behaviors." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure in v5 and special-token insertion behavior are different issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes; not one concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults and ModelOutput key assignment are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only clear duplicate is issue:42673 / issue:43704, which share the exact title and same VRAM-leak report; the choice of issue:42673 as canonical is supported by earlier date and more discussion. The remaining soft-edge rejections stay appropriately cautious and do not overstate equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 45, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44933", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46231", + "issue:46665", + "issue:46710", + "issue:46762" + ], + "soft_pairs": [ + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:43874|issue:45092", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:43116|issue:44190", + "issue:44295|issue:45656", + "issue:45405|issue:45712", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44360|issue:46762", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:42796|issue:43723", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:43479|issue:46665", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:46132|issue:46710" + ], + "prepared_review_unit_hash": "436a98453fc98f5250464960406f97169efb3d0aa1e562ed1fc70747c73db137", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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": "Mostly heterogeneous Transformers issues with only superficial similarity; none of the soft pairs look like true duplicates or mergeable PR-equivalents. The nearest overlap is in tokenizer/import/regression themes, but the concrete bugs and code paths differ.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous, and the soft pairs are mostly unrelated regressions/import errors rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44297 is the most concrete, self-contained bug here (tokenizer save_pretrained writes the wrong tokenizer_class), so it's the best single representative, though it doesn't unify the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures: sentence-transformers hits a missing nn symbol, while the other is a missing Qwen2_5_VL class in transformers." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Server KV-cache indexing crash and auto-docstring future-annotations AttributeError are unrelated code paths." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLFlow reporting on failed training jobs." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow status handling and Llama 3.2 Vision model loading are different bugs with no shared failing path." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both are multimodal/model-loading issues, but for different models and different failures; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "One is a clean_up_tokenization_spaces v5 behavior change; the other is a processor.tokenizer/images regression." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer cleanup behavior and Kimi codec/BPE regression are separate tokenizer bugs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and Qwen3.5 MoE tensor-parallel plan are distinct model-specific issues." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and different failures: multi-label classification output vs local dataset loading." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer access and deepspeed double optimizer-step are unrelated runtime bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A PEFT version pin problem and leftover dummy class leakage are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLFlow reporting on failed jobs and embedding resize/post_init reinitialization are different problems." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is a missing submodule and the other is a missing PyTorch dependency; not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both concern public namespace/import surface, but one is a missing import from image_utils and the other is dummy PT classes leaking into dir(transformers)." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Save_pretrained is involved in both, but one is FP8 MoE model saving and the other is tokenizer config metadata; different artifacts and code paths." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD args being ignored is a code bug; the set_training parameter-name mismatch is a documentation issue." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU discussion and Minimax attention numerical differences are unrelated mathematical/model bugs." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression across versions and AttentionInterface.register behavior change are different underlying causes." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are unrelated save/model-quality issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and deepspeed double-step are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both mention tokenizers, but one is model-specific BPE marker handling and the other is a generic AutoTokenizer loading regression." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization with None and non-persistent buffer junk filling are unrelated initialization bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Model save_pretrained and processor save_pretrained failures are different persistence paths." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:46665", + "accept": false, + "reason": "Incorrect multimodal config defaults and from_pretrained behavior inside Python classes are not the same failure." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor in transformers and missing is_offline_mode in huggingface_hub are separate dependency/export issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both involve config validation, but one is PretrainedConfig type checking and the other is LlamaConfig head_dim validation." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring and a GLM-5 RoPE implementation issue are not duplicates." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Qwen3.5 MoE from_pretrained loading error are different bugs." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface.register behavior change and DeepSeek accuracy regression are not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 46, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46402", + "issue:46421", + "issue:46424", + "issue:46431", + "issue:46655" + ], + "soft_pairs": [ + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:44206|issue:45103", + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43475|issue:46305", + "issue:44734|issue:46421", + "issue:46209|issue:46431", + "issue:46305|issue:46655", + "issue:44263|issue:44360", + "issue:44295|issue:44623", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:45381|issue:46305", + "issue:43644|issue:46305", + "issue:42907|issue:46050", + "issue:42831|issue:45310", + "issue:44279|issue:46328", + "issue:44829|issue:46002", + "issue:45092|issue:45357", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:44261|issue:45092", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43408|issue:46402" + ], + "prepared_review_unit_hash": "bc4db0223e0925843a6bf96e73585bf5f3655e0f72566ef97a2f9141a5476552", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36067, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of unrelated Transformers issues, with a few broad v5-regression and save/load reports but no clear duplicate pairings. I found no soft-edge pair that looks like the same underlying bug or change.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43723 is the best representative because it is a core v5 loading regression and sits near the center of the cluster\u2019s repeated import/load/save complaints, while still being concrete enough to anchor triage.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the most broadly representative issue in this set: it concerns a general Transformers v5 loading problem rather than a narrow model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both mention model loading/generation behavior, but one is tokenizer loading in v5 and the other is Qwen3.5 flash-attention generation; different code paths and symptoms." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained issues and max_shard_size defaults are different save/export concerns, not the same bug." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus and cache max length honoring are distinct cache/generation behaviors." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "One is a feature-extractor argument crash; the other is an auto-docstring annotation parsing crash." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior across versions and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwarg handling is not the same as a Kosmos2.5 OCR index error." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and InternVL2 meta-init compatibility are different model-specific failures." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 vision encoder missing attributes and Moonshine streaming window off-by-one are unrelated code paths." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Serve KV-cache continuation crashes and cache lazy initialization recompilation issues are different cache problems with different failure modes." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Moonshine sliding-window off-by-one and SmolVLM video padding calculation are separate video-processing bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both reference DSA indexer internals, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "A position_ids buffer read error and missing files from processor.save_pretrained are different save/load issues." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stalls and SigLIP2 zero probabilities are unrelated symptoms and subsystems." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A runtime tensor-splitting issue is not the same as a docstring mismatch for position_ids." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL video position ids and Moonshine streaming windowing are different video logic bugs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization junk and streaming mask off-by-one are unrelated regressions." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized model saving and sinq quantized save/from_pretrained breakage are both serialization-related but appear to be different mechanisms and model types." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 Moe from_pretrained errors are not the same underlying defect." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency issue and a SequenceFeatureExtractor pad performance regression are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 degenerate training and NaNs after checkout/init are different training instability reports." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Old InternVL2 remote-code/meta-init incompatibility and Qwen3.5 visual encoder key save regression are separate model-family bugs." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx import and XLMRoberta Flash Attention 2 are unrelated issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection in serve and Gemma4Processor missing _tokenizer are different server/processor failures." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "A missing rms_norm_eps precision issue in MLA q_a_layernorm is unrelated to InternVL2 meta initialization compatibility." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe v5 compatibility are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "AutoImageProcessor import failure and Qwen2_5_VLForConditionalGeneration import failure are separate missing-export issues." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A model-type warning for sam3_tracker and missing Sam3Model text encoder weights are distinct SAM3 problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 47, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46369", + "issue:46762" + ], + "soft_pairs": [ + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:44188|issue:44373", + "issue:43232|issue:45593", + "issue:43408|issue:46369", + "issue:44261|issue:44373", + "issue:43646|issue:46002", + "issue:42796|issue:43122", + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:43756|issue:44060", + "issue:39401|issue:44488", + "issue:42371|issue:44263", + "issue:43976|issue:44945", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43784|issue:45600", + "issue:46172|issue:46762", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:44625|issue:44829", + "issue:41628|issue:45278", + "issue:44704|issue:45290" + ], + "prepared_review_unit_hash": "32611f77416276366494f60498fa8e8adc09264ab84e7fd632c88513d1c09b24", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35863, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated model, tokenizer, import, or runtime-regression issues, so I would not merge any soft pair as duplicates. If forced to pick a representative issue, the broad Transformers v5 import-breakage report is the best anchor, but only weakly.", + "confidence": 0.29, + "canonical_issue_reason": "issue:45278 is the broadest, most general regression report in the set (multiple import errors after a version upgrade), so it is the least narrow representative of this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single anchor because it captures a broad upgrade-related failure mode rather than a niche model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "One is a missing-module import error; the other is a tokenizer spacing bug. Different symptoms and code paths." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and Qwen3_5 image-specific infinite loop are unrelated bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offset mapping and the other is special-token insertion; different concrete behavior." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLM-Roberta and sentence-transformers loading hang are different problems." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are distinct tokenizer issues." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing hub symbol is not the same underlying bug as a broad set of import errors after upgrade." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline loading and quantized model saving failure do not share the same code path." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile attention divergence and a docstring mismatch are not duplicates." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-state update logic and D-FINE auxiliary loss behavior are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Model-type warning for sam3_tracker versus memory overflow in sam3-litetext are different SAM3 issues." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps precision bug and wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "A specific tokenizer BPE-marker bug is not the same as a general tokenization change across versions." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure and incorrect pipeline-parallel output are separate problems." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang for sentence-transformers and Mac bus error on a community CLIP model are different symptoms." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken CLI env command and NameError during sentence-transformers import are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE layer dropping in Smollm3 and incorrect tied-weights warning in Qwen3-Next are different model bugs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mapping and failure to load a specific model are not the same underlying tokenizer issue." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and torch.split return values in a GLM indexer are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility failure and pipeline-parallel output corruption are distinct issues." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained are separate bugs." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized Ministral/Devstral saving failure and Phi-4 multimodal load failure are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers and stale auto_mappings references are different breakages." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "A specific DeepSeek tensor operation bug and numerical differences in Minimax MSA attention are not the same code-path problem." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None-handling and AutoProcessor kwargs forwarding are different API bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized saving failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Config propagation for num_labels and degenerate training with flash_attention_3 are separate issues." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A single missing import name is not the same as a broader multi-import failure after upgrade." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Cached-file kwargs forwarding and chat-template crashes on tool-call messages are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 48, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46326", + "issue:46328", + "issue:46614" + ], + "soft_pairs": [ + "issue:39401|issue:44521", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:43122|issue:46326", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:22355|issue:29159", + "issue:43116|issue:45200", + "issue:45216|issue:45478", + "issue:39401|issue:46614", + "issue:44038|issue:44222", + "issue:44038|issue:44295", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:43278|issue:44945", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:42898|issue:46614", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:38617|issue:45278", + "issue:43116|issue:43493", + "issue:43976|issue:45446", + "issue:44355|issue:46231", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:44038|issue:45478" + ], + "prepared_review_unit_hash": "f6b10657ccbb05b37bbaaf1ec0ed8c0667392a00cb351596e10140b9d8d6403a", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36852, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bugs across tokenization, imports, model-specific regressions, training/runtime issues, and docs. I would not merge any of the proposed soft pairs as duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "No clear canonical issue: the set spans multiple unrelated problem areas, and none of the soft pairs is close enough to be a safe duplicate merge.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, issue 44521 is the most active/open and has the richest discussion, but it is not an umbrella for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization-related output, but one is offset_mapping for Qwen3 and the other is multimodal assistant masks in apply_chat_template; different code paths." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated model internals." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3 Video adjacent, but one is a model-type warning and the other is a missing attribute in encoder output; different bugs." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer version regression vs multimodal assistant mask generation; not the same underlying defect." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is general tokenization drift and the other is continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and tokenizer save_pretrained metadata mismatch are different failures." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model save failure and gguf_file from_pretrained breakage are separate loading/saving issues." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output bug and Gemma 4 mm_token_type_ids defaulting are different code paths." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 regression reports, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading error; not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer features: offset mapping vs phonemizer language state leakage." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE/FP8 context, but one is Qwen3-VL-Moe loading and the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading and position_ids buffer reading are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Two separate import errors for different symbols; same broad symptom, different underlying breakage." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and failure modes." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in evaluate vs incorrect output under pipeline parallelism are distinct runtime bugs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; not the same issue." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and classification example script output bug are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "onnx import error and LayoutLMv3 box error-message clarity are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package extras/backend dependency issue and Python 3.14 import/load failure are different environment problems." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop-on-image are unrelated model bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad performance are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "v5 tokenization-space cleanup behavior and stale phonemizer backend state are different tokenizer concerns." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are different GLM-5 issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads are separate problems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing layer_type_validation import vs broad import failures after upgrade; not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script classification bug and SigLIP2 model discrepancy are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility failure and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a docs parameter-name mismatch are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and Deepseek tokenizer regression are different tokenizer issues." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in dataloader threads and dtype mismatches in bfloat16 inference are different runtime bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3-VL-Moe loading regressions, but the model variants and symptoms differ; too far apart to merge safely." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 49, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44466", + "issue:44625", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45083", + "issue:45092", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762" + ], + "soft_pairs": [ + "issue:44625|issue:46002", + "issue:45083|issue:45446", + "issue:45357|issue:45478", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:42222|issue:43441", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:44995|issue:46697", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:46614|issue:46752", + "issue:44263|issue:46762", + "issue:43827|issue:45446", + "issue:45092|issue:46762", + "issue:43064|issue:43673", + "issue:42673|issue:42796", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:45356|issue:46614", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:44466|issue:46002" + ], + "prepared_review_unit_hash": "3f4a0d13f1858b67cb35cb490b412ef99c206d434e473b87042eda5bf00f12d8", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35441, + "estimated_input_tokens": 8861, + "estimated_eval_tokens": 17978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues spanning tokenizers, generation, training, vision, and attention backends. No soft pair looks like the same underlying bug/change closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No clear duplicate cluster is present; if a representative issue is needed, issue:33453 is the broadest and most generally framed report in the set (tokenizer loading regression).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the best single representative because it is broad, well-scoped, and has substantial discussion, unlike the more niche model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Different failures: config propagation for Qwen3.5 vs NaNs in classification heads. No shared code path." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated subsystems: qwen3_omni_moe feature-length helper vs a flex_attention PyTorch version check." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is save_pretrained key serialization and the other is from_pretrained load failure; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API settings warning is unrelated to a missing image-patch method in GLM46V." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD args not used is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failure affect different models and code paths." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script multi-label output bug is unrelated to a pipeline translation error message regression." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing encoder weights on model load is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale GlmMoeDsa indexer cache and Swin2SR over-padding are different image/model bugs." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type issue is unrelated to a DeepSeek accuracy regression." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Generic Flash Attention 2 issue is too vague and does not clearly match GPT2 FA2 support." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to apply_chat_template crashing on empty input." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "GlmMoeDsa split return values bug is unrelated to Minimax attention numerical differences." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing pipeline() after removals is unrelated to a flex_attention import/version check." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code meta-init incompatibility and attention numerical drift are different problems." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multi-dataloader-thread Qwen3ForCausalLM is unrelated to tokenizer BPE marker handling." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer reports, but one is a generic loading regression and the other is a specific offset_mapping bug." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional mask construction are distinct attention-path bugs." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi tokenizer codec/regression issue is unrelated to Wav2Vec2 phonemizer backend state." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing and feature-extractor padding inefficiency are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to SmolVLM video padding logic." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and apply_chat_template empty-list crash do not share a concrete code path." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version bump and AuxRequest import version check are unrelated maintenance issues." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both involve v5-era compatibility, but one is init_empty_weights/_is_hf_initialized and the other is PretrainedConfig type checking; not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention sink-less AttributeError are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency is unrelated to NaNs in classification heads." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 50, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762" + ], + "soft_pairs": [ + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:38617|issue:41628", + "issue:43408|issue:43742", + "issue:45362|issue:46328", + "issue:43122|issue:46298", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:39401|issue:46209", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:44964|issue:45278", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43097|issue:44493", + "issue:43673|issue:45341" + ], + "prepared_review_unit_hash": "39ecb9978cf063aba9bc990e44c647e5293eedb4a371904e16d0a44c9e0e1758", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36285, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs are false positives: they share Transformers/tokenizer/model-loading themes, but each reports a different bug, model family, or code path. No duplicate cluster emerges here.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue is appropriate; the set is heterogeneous across unrelated regressions and utilities, with only superficial topical overlap.", + "canonical_pr_reason": "No PR canonical candidate in this cluster.", + "best_issue_reason": "No single issue is a safe global representative because the reports span distinct subsystems (tokenization, config/loading, training, generation, testing, and docs).", + "best_pr_reason": "No PRs provided.", + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different symptoms and paths: missing Qwen3.5 layer projections vs MoE from_pretrained loading failure." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer-related, but one is offset_mapping alignment and the other is incorrect DeepSeek tokenization outputs." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig validation is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "One is a typing regression in PretrainedConfig; the other is stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug is distinct from an xdist race on captured_info.txt." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to a save_pretrained checkpoint regression." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "testing_utils behavior bug vs a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes differ from AutoProcessor failing without torchvision." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to _patch_mistral_regex crashing on backend_tokenizer." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same as the testing_utils bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Separate import regressions: missing layer_type_validation vs missing AutoImageProcessor export." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3 is unrelated to MobileLLM key errors during load." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and a padding performance issue are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer output changes across versions are not the same as a noisy logging message." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose breakage is a model-specific issue, not the backend mapping error for tensorflow_text." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict granite_speech config loading and a docs parameter mismatch are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings guidance is unrelated to MLA q_a_layernorm missing rms_norm_eps." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig invalidity is a different bug from unrecognized model config / missing model_type." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8 inference failure on B200 are different problems." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but distinct failures: missing projections vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 API messaging is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both numerical, but one is rms_norm_eps precision mismatch and the other is Minimax attention reference divergence." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args not used and optimizer step called twice under deepspeed are different optimizer bugs." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific Phi-4 multimodal loading failure is not the same as broad post-upgrade import errors." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and changed tokenization across versions are related broadly, but not the same concrete bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regressions." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to the testing_utils bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 51, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:42222|issue:45542", + "issue:41628|issue:45071", + "issue:43931|issue:44410", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:44483|issue:45464", + "issue:43012|issue:43577", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43874|issue:44261", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43531|issue:45341", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43986|issue:45372", + "issue:44410|issue:45375", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43986|issue:44484", + "issue:46655|issue:46664" + ], + "prepared_review_unit_hash": "a56870ac1c2790470273ff929896062b12823c921155b82a46c3e385d53b756b", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37379, + "estimated_input_tokens": 9345, + "estimated_eval_tokens": 18946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous, with mostly unrelated import, model-specific, training, and processor bugs. None of the proposed soft pairs looks like a true duplicate; they mostly share only a broad subsystem or keyword.", + "confidence": 0.92, + "canonical_issue_reason": "No single true canonical duplicate stands out because the cluster spans many unrelated bugs. If a representative must be chosen, issue:45071 is the broadest core-regression item and the least model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 is the best overall representative because it concerns a core API regression in PretrainedConfig and is broader than the mostly model-specific or peripheral reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Different problems: vitpose model breakage vs TensorBoard-only TF backend handling." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "One is an import failure for AutoImageProcessor; the other is a type-checking regression in PretrainedConfig." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family, but they describe different model failures and different code paths." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Core type-checking regression vs missing/undefined TensorFlow backend error; not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated: shard-size/save_pretrained behavior vs Qwen3.5 MoE loading error." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a general API rejection and the other is a streaming-specific Qwen3.5-0.8B failure." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention dtype/precision, but one is a PyTorch warning during compile and the other is a BLIP2 loading dtype mismatch." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model components and different failure modes; no shared code-path bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer ReLU issue vs DeepSeek V4 dtype/transpose issue are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal/model bugs: image patch counting vs MLA q_a_layernorm epsilon precision." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Same Flash Attention 2 keyword, but different models and different support issues." + }, + { + "left": "issue:43986", + "right": "issue:44038", + "accept": false, + "reason": "One is AutoProcessor/torchvision handling; the other is a Qwen3-VL-Moe bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model compatibility failure and the other is degenerate training with FA3." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Version-5 breaking change vs gguf_file loading regression; no concrete shared bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model/AutoProcessor crash vs testing utility issue are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are precision/architecture discussions, but they affect different models and different implementation paths." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Import/export issue from image_utils vs documentation parameter mismatch; not the same change." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different symptoms and subsystems: image-specific infinite loop vs memory overflow in a different model." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and a specific model load failure are not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Cache handling in generation vs partial-batch result dropping in MaskGenerationPipeline are different code paths." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related bugs with different APIs and failure modes." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both touch DeepSeek-family models, but one is a remote/native implementation divergence and the other is a dtype/transpose bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removal of a config helper is unrelated to a flash_attention integration crash on sink-less models." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor/torchvision crash vs mistral_common ReasoningEffort import error are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen variants and different missing fields/projections; not one duplicate bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-related, but one is a general transformers-v5 bug and the other is missing projections in a specific layer." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two separate import errors from different modules/dependencies." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor video-model crash vs shard-size question are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics; not clearly the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 52, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46701", + "issue:46710", + "issue:46752" + ], + "soft_pairs": [ + "issue:46298|issue:46752", + "issue:42890|issue:46298", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44117|issue:46701", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:44938|issue:46178", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:44077|issue:46365", + "issue:45584|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:43064|issue:44380" + ], + "prepared_review_unit_hash": "8e2020ffc14ba78765f628ff8a5068561837b77ae35c1a5d80c1d2f202473bc0", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37770, + "estimated_input_tokens": 9443, + "estimated_eval_tokens": 19142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose grab-bag of Transformers issues with only superficial keyword similarity; I do not see any soft pair that looks like the same underlying bug or change.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 46365 is the most connected item in the set and a clear user-facing runtime/import failure, so it is the best anchor if one issue must represent this loose cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46365 has the strongest soft-similarity connectivity and is a concrete, reproducible failure report, making it the best overall triage representative here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy logging message and an empty-list chat-template crash are unrelated symptoms and code paths." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed coverage in a SAM-HQ test suite is unrelated to logging noise." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A specific dtype/transpose bug in DeepSeek-v4 is not the same as an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols and likely different fixes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removal of a config attribute and quantization offloading behavior are different issues." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "An AddedToken argument conflict is not the same as TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback behavior and an image-text pipeline failure are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() failing after train() is a different code path from importing Trainer being affected by datasets." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only still making API requests is unrelated to a missing embed_tokens.weight on UMT5Encoder load." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file and auto_docstring crashes with future annotations are unrelated failures." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Ignoring GPT-2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization causing recompilation." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor/video-model loading without torchvision is not the same bug as tokenizer mapping returning None." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and a backend mapping error for tensorflow_text are different compatibility problems." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Failing to save dequantized models and failing to save Pipeline objects are different save_pretrained paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models is unrelated to an infinite-loop generation bug on a specific image." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "A misleading pipeline error message is not the same as pipeline save_pretrained failure." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and a Bamba torch.compile SDPA failure are unrelated model-specific issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 precision warning during compile is not the same as a torch.compile SDPA failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes in dummy_pt_objects.py are unrelated to a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A compilation precision warning and a tie_word_embeddings config warning are different warnings with different causes." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing weights on from_pretrained and the 50GB shard-size question are unrelated save/load concerns." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of another issue do not match as the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention 2 support for a model and a Python version compatibility issue are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support gating for NemotronH and GPT-2 attention scaling under SDPA are different backend/model bugs." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config attribute and a noisy logging message are not the same underlying problem." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek-v4 tensor operation bug are unrelated model failures." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Ignored GPT-2 attention scaling and AttentionInterface.register behavior changes are different attention-system changes." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation and importing Trainer being affected by datasets are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation and a Trainer import conflict are different failures." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for moe and a Qwen3.5 MoE from_pretrained error are related by model family only, not the same concrete bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT-2 attention scaling under backends and a zero-loss classification bug are unrelated model behaviors." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging and Trainer import failing because of datasets are different dependency issues." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and GPT-2 attention scaling under SDPA are unrelated training vs inference bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 53, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46369" + ], + "soft_pairs": [ + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:36683|issue:43475", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:44483|issue:46369", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:36683|issue:44077", + "issue:44625|issue:46077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278" + ], + "prepared_review_unit_hash": "3529b1991b2797db8d4b6671a863072ec280c158a3b3d5aa559a75efb46398a4", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36940, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely heterogeneous: import errors, model-specific config/load regressions, saving bugs, attention/mask regressions, and unrelated training/runtime problems. None of the soft pairs look like the same concrete underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest, most representative upgrade-regression report in this set; it best matches the generic import-breakage theme, whereas most others are narrower model- or feature-specific tickets.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is also the best standalone triage candidate because it has a clear user-facing symptom and broad scope; the rest are more specialized or orthogonal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols, different modules, and likely different root causes." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "One is about a trailing-slash local model path warning; the other is a PyTorch warning during bfloat16 compilation." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both involve compilation/warnings, but one is a warning on a bfloat16 model while the other is a flex_attention failure on newer torch." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely unrelated subsystems: xLSTM training bugs vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "A chat-completions API request failure is not the same bug as a batched processor/chat-template crash." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a loading regression and the other is fp8 inference support; not the same fix." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but they affect different outputs and different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions assignment and GPT2 attention scaling under SDPA/FlashAttention are unrelated bugs." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a missing utility and unintended network requests with local_files_only=True are different problems." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation issues." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Saving quantized models and saving Pipeline objects are different save_pretrained code paths." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are load failures, but one is a Qwen3VL-Moe regression and the other is a state_dict ordering error." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 label propagation and Trainer import failure are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 bugs, but one is token embedding resize propagation and the other is bidirectional-attention mask construction." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different model families and different missing attributes; no shared code path is evident." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different removed/moved symbols in different packages." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support for a model and an invalid GenerationConfig error are not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "One is an API endpoint request failure; the other is a Trainer import conflict with datasets." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base_model_prefix loading regression and Pipeline save_pretrained failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is not the same as pipeline serialization failing." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config missing vocab_size and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention are different model-specific regressions." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both mention Python compatibility, but they refer to different versions and different failure modes." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict-sorting load error and incorrect Qwen3.5 checkpoint saving are different save/load bugs." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask behavior and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attention output regression and Qwen3.5 save_pretrained checkpoint regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different attribute errors in different model configs; no common underlying bug." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 vocab_size missing and Qwen3.5 num_labels propagation are separate config issues." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug and tensor-parallel training bug do not share a concrete code path." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen3.5-related loading issues, but one is missing embed_tokens weights and the other is a broader from_pretrained regression." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to a typo in cache strategy naming." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A no_grad decoration request for cache updates is unrelated to broad import failures after version upgrade." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 54, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:44075|issue:46365", + "issue:29870|issue:33453", + "issue:44355|issue:44855", + "issue:44938|issue:45071", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:44222|issue:45125", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43010|issue:43065" + ], + "prepared_review_unit_hash": "2c7b6ddff1b17aef4bd1eadae5c6a2fde77b395b58e385f1c7b47a589c1f8822", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36363, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers issues across import/loading, tokenizer, tensor-parallel, quantization, and CI bugs. The soft pairs share broad keywords or subsystems, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43824 is the strongest representative issue here: it has clear user impact, multiple inbound references, and a concrete import failure with a specific model/component.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best overall issue candidate because it is concrete, widely impactful, and has more evidence/discussion than most others in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer arguments not being used is a different bug from importing Trainer failing due to datasets interaction." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Both involve modeling/tokenizer code, but one is a BART generate-time mask bug and the other is a tokenizer-loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Different failure modes: running compiled Python files versus a Python 3.13 @torch.jit.script parsing/IndentationError issue." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are unrelated changes." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict ordering load error and Gemma pipeline roundtrip on \u2581 are different model-loading problems." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing Gemma3Config.vocab_size is unrelated to the FSDP2+PEFT optimizer-state mismatch." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A generic load-model state_dict issue is not the same as a missing Qwen3.5 vision config field." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing, but one is missing set_seed() in a model integration test and the other is an xdist file race." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A no_grad decoration request for cache updates is not the same as a broad report that v5 breaks many models." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Removing import * to speed import time is different from intermittent slow import behavior." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tp-related OOM on a huge model are related at a high level but not the same concrete defect." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init restriction are unrelated model issues." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache/Layer no_grad decoration has no relation to the Python 3.9+ / 3.10+ compatibility issue." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 MoE from_pretrained failure are different loading bugs." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "They both concern loading/saving, but one is a sorted state_dict load error and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to a tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions missing and CLIP text-model structure inconsistency are distinct CLIP-related regressions." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "A CLIPOutput field issue is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer missing ReLU and DeepSeekV3 implementation divergence do not describe the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test due to missing seed is unrelated to a latest-transformers model-loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related test flakiness and a stale device override failure are different CI issues." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test seeding flakiness is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization_spaces behavior in v5 and SmolVLM num_frames semantics are unrelated API/processor issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still making network requests is not the same as AddedToken receiving duplicate special arguments." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing in serve and trust_remote_code cache FileNotFoundError are different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for Qwen3_5MoeForConditionalGeneration are separate tensor-parallel/serialization bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload incompatibility after upgrading versions are related only broadly, not the same defect." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory growth and checkpoint reload incompatibility are different regressions." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Qwen2_5_VL import failure and a trust_remote_code cache FileNotFoundError are both loading issues but not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/Layer no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 55, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:30990|issue:31795", + "issue:43502|issue:44961", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43299|issue:44556", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:44355|issue:44655", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44351|issue:46617", + "issue:44485|issue:44961", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:38617|issue:43576", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:45362|issue:45850" + ], + "prepared_review_unit_hash": "d71dc2d3b16e01f7a9c09815a72b8f2d97f14feccd5aa941f9a359a2a195f3db", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 37959, + "estimated_input_tokens": 9490, + "estimated_eval_tokens": 19236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: a mix of v5 regressions, import/export failures, model-loading bugs, docs issues, and unrelated runtime problems. The only near-alignment is the Qwen3.5-Moe loading/tensor-parallel pair; the rest do not look like the same underlying bug.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45478 is the most concrete, version-scoped regression ticket in the set and best represents the Qwen3.5-Moe loading failures; the other issues are largely separate import, docs, or runtime problems.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the strongest standalone issue for triage because it names the affected model family and the regression window clearly, making it the best anchor for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: local_files_only causing network access vs a GLM-5 RoPE implementation problem." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different failures: a missing image-processor method vs a cache loading FileNotFoundError." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Unrelated: a broken env command in v5 vs AttentionInterface.register changing function behavior." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5-Moe loading/tensor-parallel regression on v5.4+, and a single fix could plausibly address both." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Different areas: MLflow job status reporting vs tokenizer loading regression." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated: compiled Python-file errors vs a slowdown while filtering data after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but the missing symbols are different and there is no clear evidence of the same underlying export bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5-Moe issues: missing tensor-parallel plan vs a config field being silently dropped." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Related generation/cache themes, but the specific bugs differ: no_grad decoration vs post-sync_gpus generation kwargs handling." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Different vision/video processor issues: num_frames semantics vs missing vision backend handling in AutoProcessor." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "One is a Sentence Transformers load hang; the other is confusing forward-argument documentation." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No relation: remote API requests despite local_files_only vs an unrelated one-word issue title." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different bugs: local_files_only network access vs FP8 save_pretrained on MoE models." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs about pipeline() removal vs an unrelated one-word issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job reporting bug is unrelated to tensor-parallel training." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Different topics: BART generation UnboundLocalError vs docs confusion around model.forward arguments." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention version regressions, but one is Qwen3.5-VL MoE loading and the other is checkpoint reload compatibility; not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Different failure modes: compiled Python files vs inability to save Pipeline objects." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub is unrelated to the transformers env command bug." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken env command and PretrainedConfig type checking are separate issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel model_init behavior and a DSA indexer discussion are not the same bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion in model.forward is unrelated to an import error for layer_type_validation." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "A broken env command and a missing Qwen2_5_VLForConditionalGeneration export are different failures." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No evidence of relation: placeholder title vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache export and trust_remote_code cache FileNotFoundError are different problems." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug is not the same as TextClassificationPipeline docs mentioning return_all_scores." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation import is unrelated to the env command regression." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both concern RoFormer, but one is missing kwargs passthrough and the other is attention-interface integration; not the same concrete bug." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video attribute error and trust_remote_code cache loading failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained on MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are related only at a broad subsystem level, not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different import errors: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel model_init behavior is unrelated to FP8 inference on B200." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Different scope: Qwen3.5-35B chat crash vs a broad complaint that v5 breaks many models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and suitably conservative. The packet supports treating issue:45478 as the best anchor for the Qwen3.5-Moe regression cluster, and the summary correctly avoids claiming stronger links than the titles/evidence show. The only plausible same-bug pairing is 45125/45478; the other soft-edge rejects look appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 56, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:44230|issue:46095", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468" + ], + "prepared_review_unit_hash": "c584e256b073708eb389f301c6d6c608b97f96443feb0b033104114646432520", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38554, + "estimated_input_tokens": 9639, + "estimated_eval_tokens": 19534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a grab-bag of distinct Transformers issues: docs, import/lazy-loading, v5 migration regressions, and model-specific bugs. The soft-similarity pairs mostly share broad keywords or subsystems, but not the same concrete defect, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical issue stands out: the items are mostly unrelated bug reports, and the similarity pairs do not share a single concrete root cause. Issue 45850 is the broadest regression report, but it is too generic to serve as a reliable canonical target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the broadest umbrella-style report, but it is still too vague to be a good deduplication anchor for this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Different problems: chunked_prefill cache missing vs a cache-strategy typo; only the word \"cache\" overlaps." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated subsystems: lazy loading behavior vs TensorFlow backend detection with tensorboard installed." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "No concrete overlap; one is missing processor save files, the other is an unspecified generic bug report." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "Different model/code-path issues: DSA ReLU discussion vs video processor num_frames semantics." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same family name, but different defects: fp8 inference support vs missing tensor-parallel plan." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading/performance problem vs unsafe sys.modules access; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output issue vs PretrainedConfig type-checking regression; unrelated root causes." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is bbox output errors and the other is an infinite-loop case on a specific image." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance issue vs missing GenerationMixin cache in chunked prefill; not the same defect." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is the env command and the other is checkpoint reload compatibility." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config attribute bug vs a very broad \"many models break\" complaint; not the same issue." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm pad_token_idx regression is model-specific and distinct from the broad v5 breakage report." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern upgrade incompatibility, but one is checkpoint reload after v5.2/v5.3 and the other is remote-code meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is not the same as a broad claim that many models break in v5." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrading is broader, but still a different report from the generic \"too many models break\" complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance vs cache-strategy typo; different topics entirely." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time slowdown from import * removal is different from a module import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs weight-conversion tooling question; different changes." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Sam model type warning vs Liger Kernel not applied with model_init; unrelated bugs." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed() vs scheduler kwargs being ignored; different failure modes." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown/timing issue vs lazy loading not working properly; related area, but not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Env command regression and inverse_sqrt scheduler kwargs issue are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention 2 support gap vs Qwen3-VL bbox hallucination; no shared root cause." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility problem vs Qwen3-VL output bug; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding vs inverse_sqrt scheduler kwargs; different APIs and symptoms." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwarg handling vs PretrainedConfig type checking; no real overlap." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch vs generic bug report; nothing concrete matches." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report; not a duplicate pair." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance issue vs missing HybridCache import; different import-path bugs." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad inefficiency; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star removal discussion vs a bug in testing_utils; no shared defect." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support mismatch vs broad v5 breakage complaint; different problem classes." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL hallucination/error vs Qwen3.5 Moe from_pretrained failure; same family but distinct issues." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility issue vs module import failure; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy issue vs _tied_weight_keys AttributeError; different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() vs scheduler kwarg handling; docs cleanup is not the same as runtime scheduler bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Model.forward docs confusion vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Env command regression vs lazy loading not working; same broad v5 area, but not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init vs FlashAttention 3 degenerate training; different implementations and symptoms." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA/ReLU discussion vs Gemma-4 audio positional encoding 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": 23, + "review_unit_index": 57, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46655" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "39d7b8829c222439a3a96883c418ddf542a14a6475685a60251e594fcb5f2d89", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39687, + "estimated_input_tokens": 9922, + "estimated_eval_tokens": 20100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with one clear duplicate pair around the tokenizer v5 regression. Most other soft pairs share broad subsystem vocabulary but do not describe the same concrete bug or change.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43066 is the more specific, actionable wording of the tokenizer v5 regression and best represents the duplicate pair with issue:42913.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the strongest representative issue overall because it states the concrete failure mode directly, rather than a broad behavioral complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor-related calculation bugs, but they affect different models and different code paths (timestamp vs padding)." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated failures." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and _get_tied_weight_keys are separate save/load internals, not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "One is the env CLI command, the other is an import failure for Qwen3.5; no shared underlying defect." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression are not the same issue." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model families and different bugs: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance and a VRAM leak in Qwen3ForCausalLM are different changes." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about forward inputs does not match a Llama 3.2 model-loading breakage." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating and a comb.to(dtype).transpose bug are distinct implementation problems." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "A VRAM leak in dataloader threads is unrelated to GLM-5 RoPE behavior." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different numerical/positional encoding issues." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network behavior is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 compatibility complaint is not the same as a specific Qwen3.5 import failure." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and a VRAM leak are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and processor.save_pretrained file emission are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer does not match Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA config is a different precision issue than Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are not the same change." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different subsystems and failure modes: processor timestamp math vs VRAM leak." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM import are different import regressions." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is unrelated to Qwen3.5 import errors." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": true, + "reason": "Both describe the same tokenizer v5 regression; 43066 is the more specific statement of the bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2-specific support and the other is a generic topic; not clearly the same concrete change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated placeholder bug report do not match." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategies is not the same as the unrelated placeholder issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A placeholder issue is not the same as a broad v5 regression complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and the placeholder issue are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and chat template crashes are separate code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key attribute handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a different config issue than tied-weight key handling." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 model support and processor.save_pretrained file output are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they target different models and different support requests." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART decoder_attention_mask generate crash and slow checkpoint loading are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to from_pretrained load latency." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow loading and tensor parallel training bugs are different issues." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Load performance and documentation confusion are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained errors are different requests." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching and Qwen3-VL/Qwen3.5 FP8 support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated implementation issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly centers the tokenizer v5 duplicate pair and avoids claiming stronger relationships for the other soft pairs. The soft-edge verdicts are conservative overall, with no obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 58, + "review_unit_count": 58, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-484", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "ffb51e8be7b4b67329940bc1647e4b8eae0eb44ce3d2a60e1236e34992b11ce5", + "component_budget": { + "node_count": 484, + "item_count": 484, + "soft_pair_count": 1779, + "serialized_chars": 922739, + "estimated_input_tokens": 230685, + "estimated_eval_tokens": 461626 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7772, + "estimated_input_tokens": 1943, + "estimated_eval_tokens": 4142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the issues describe different bugs/features across unrelated models and components (normalization, Mask2Former loss handling, config typing, tokenizer warnings, DeepSeek routing, RoFormer attention interface, etc.). The text similarity is superficial and does not indicate shared underlying defects.", + "confidence": 0.96, + "canonical_issue_reason": "No safe canonical issue: the items span distinct code paths and model families, so there is no clear duplicate center.", + "canonical_pr_reason": "No PRs in the cluster.", + "best_issue_reason": "No single issue is a strong global representative; the cluster does not form one coherent bug family.", + "best_pr_reason": "No PRs in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different bugs in different models: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "One is a config type-hint issue; the other is a tokenizer regex warning regression. No shared code path." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being forwarded to a loss function." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwarg plumbing and RoFormer attention-interface usage are different problems." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value bug and tokenizer warning regression are unrelated subsystems." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss behavior and RoFormer attention implementation do not describe the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Model loss/ignore_value handling is unrelated to a typo in a quantization attribute name." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs into loss calculation is unrelated to ModernBERTConfig norm_eps typing." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Config type annotation and quantization-attribute typo are distinct documentation/code issues." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Possible normalization wording overlap only; one asks about Llama4TextL2Norm semantics, the other is a config type hint." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERTConfig 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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "122812cd3ecf49fce08fe0b93f6bbba0e12a994e77083104f9d49a61a28953fc", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: they cover unrelated feature requests in different parts of the product (tokenizer truncation, learning-rate scheduling, and Wav2Vec2 word offsets). The soft similarities are only at a generic \"request for capability\" level.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #10519 is the most concrete and specific of the set, with a clear user-facing behavior change request and the most actionable title/body among the three.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the best representative issue only in the sense that it is the clearest standalone request; however, the cluster itself does not form a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features and code paths: tokenizer truncation behavior vs. Wav2Vec2 word boundary time offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: truncation strategy in tokenization vs. ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug/change; one is about training schedule behavior, the other about speech model alignment metadata." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "2ffdc7934073480c46fe5585c89b54f77a2e9c18ea2d3dc273e72d8e4d6c1afe", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2476, + "estimated_input_tokens": 619, + "estimated_eval_tokens": 1494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are only loosely text-similar and do not describe the same bug. #16618 is a generic model-loading failure, #15980 is specifically about the error message for unauthorized private-model downloads, and #13244 concerns TAPAS tokenization mismatch vs TensorFlow.", + "confidence": 0.95, + "canonical_issue_reason": "#16618 is the broadest and most central user-facing failure in this set: it targets model loading itself, whereas the other two are unrelated edge cases in tokenization and auth/error messaging.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative issue because it describes the core symptom most likely to map to a real code-path problem in the loader, while the others are narrower and unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch for TAPAS and inability to load bert-base-uncased are different subsystems and different bugs." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model auth/download error messaging is not the same underlying issue as a general failure to load bert-base-uncased." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "2f6e595ea72d61d7a6f557babd8558777582282c610e8ea1efae8be5a31b3030", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Flash Attention 2 support across more architectures, the other requests GGUF support across more architectures. The overlap is only the generic phrasing about architectures.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the two issues target different features/backends and do not describe the same underlying work.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong global representative for the pair because they are unrelated feature requests rather than duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different integration targets: Flash Attention 2 vs GGUF. Shared wording about supporting more architectures is superficial." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "6bddc2b6df4b2776a3b5a3dc3172e23d059b3261fa0566a242c93ce8a81f2b95", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13526, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mixed set of i18n translation-request issues in different languages, so most high-similarity pairs are not true duplicates. The only clear duplicate groups are the identical generic-template issues (43834/44365/44370) and the identical Thai-title pair (46222/46226).", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical for the full cluster because the items span different language requests. If consolidating the exact-title duplicate subgroup, issue:43834 is the best anchor because it is the earliest of the generic-template duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the oldest and most representative of the exact-match generic i18n template subgroup, but it does not represent the whole mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language request (Turkish vs generic placeholder); shared i18n wording is just template overlap." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; similarity is from the common translation template, not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request vs generic template issue; not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Distinct translation targets (Turkish vs Romanian); same broad docs-i18n theme only." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish are separate translation requests, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic template issue; similarity is superficial." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish request and generic-template issue are different underlying requests." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request vs generic template issue; not a true duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic template issue; shared template language does not mean duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs generic template issue; different underlying language target." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request and generic-template issue are not the same request." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language requests; the high similarity is from the issue template, not a shared bug/change." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian vs Thai translation request; not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and near-identical issue text; looks like the same translation request duplicated." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title/content; these appear to be duplicate submissions of the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Titles differ completely; this looks like a different translation request, despite template similarity." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different title and likely different language request; not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same generic placeholder title and very similar body, so this is a clear duplicate pair." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different titles and different request language; template overlap only." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Not the same underlying translation request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different title/language target; the similarity is only from the shared i18n template." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different translation requests; not a true duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical Thai title and same-size content; this looks like a direct duplicate submission." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the language-specific issues are clearly distinct by title, while the two duplicate subgroups are supported by identical titles and very high similarity/near-identical lengths. The soft-edge verdicts are conservative, and the canonical choice is limited appropriately to the exact generic-template subgroup rather than the whole mixed cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-18", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "3f9b100a06f06a21f6f19e83e3f4a07c287cebee42f8a8e2f866f183815d2efb", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24145, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 40, + "serialized_chars": 24145, + "estimated_input_tokens": 6037, + "estimated_eval_tokens": 12330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes many unrelated model-request issues across different model families and modalities. All soft edges should be rejected.", + "confidence": 0.72, + "canonical_issue_reason": "No true canonical duplicate stands out. If one issue must anchor the cluster, 42738 is the broadest umbrella request ('BERT-like models with RoPE'), but the items are still separate model requests rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "42738 is the closest representative of the general model-support theme, but only as an umbrella issue; the rest are distinct requests and should not be merged as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support vs DEIMv2: different model families and different requests." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support vs Qwen3-TTS: unrelated model families and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert vs RF-DETR are different model additions, not the same underlying change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct vision-model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vs LFM2.5 Audio is a vision-model request versus an audio-model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and weight-sparse transformer are different code paths and model families." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR: different models and different modality support." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3-TTS: different model families and different modality." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer: different model changes, not one fix." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families/modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT are different BERT-like models, not the same request." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support vs Qwen3-ASR support are unrelated changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture support and sparse-transformer support are different requests." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture work vs Voxtral TTS support are different model changes." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model families and modalities." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model-support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS: different models and different modality support." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; 42738 is a broad architectural feature request, so they are not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support vs Voxtral TTS support are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "Generic model-architecture request vs an unrelated name-only issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related in area but are still separate support requests for different capabilities." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model families, so not duplicates." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support and OCR2 support are different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support vs sparse transformer support are unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS support and LFM2.5 Audio are different audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support vs EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and sparse-transformer support are different changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and tasks." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio-model support vs Granite SWA+sink option are different code changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are separate model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different model families; similar domain, not the same fix." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support vs OCR support are different modalities and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate model requests with no shared underlying bug or change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and the name-only issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the name-only issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "bc3aaaab09893a71d032b933ea941b55330b1ba76e152f3ef31475c87e7c6ee1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a docs request about adding Pruna as an optimization framework, and the other is a vision RoPE refactor. They target different areas and different kinds of work.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue for this pair; the issues describe unrelated topics and do not share a concrete bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative for the other because they are about different domains and different requested work.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Titles and descriptions point to unrelated work: documentation for an optimization framework vs a vision RoPE refactor. No shared code path or 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": 8, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "ee9dfe6a4aa28cf63bff9a3334ebe7b981cd2197f791ea88c9ba8f77dbf782f9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear unrelated: one is about block decoding behavior, the other is a feature request for DeepSeek v3.2 support.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the titles describe different problems and there is no evidence they are duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, #43037 is more concrete and actionable than the vague #41084 title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying topics: block decoding configuration vs model/version support; not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "2be15634d418d78dbfc28ddaabcffca42a8a8da457b2584f49f4f6879ccf1d95", + "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 issues are related only at a broad level (Tiled/Liger model efficiency) but they request different features: one is about adding a `from_pretrained()` flag for FLCE, the other about integrating TiledMLP for lower memory use. They are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: these are distinct feature requests with different goals and implementation scopes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the more concrete and self-contained request, so it is the better representative issue for this small cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Reject: they concern different enhancements in the same broad subsystem, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "014c0512c4bc857d59894043898c6084cf121ac05e4bb6f7a742d73159bc368e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are only superficially related Trainer issues; they describe different bugs and should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: #43598 is about `remove_unused_column` customizability, while #43600 is about FLOPS estimation for custom trainers; they target different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a clean cluster representative because the underlying problems differ; if forced, #43598 is the broader Trainer customization report, but it does not subsume #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Same subsystem, but different underlying problems: one concerns column filtering customizability, the other FLOPS counting for custom trainers." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "79637e79c982f841187360382a4a6367491be9d61a05acdffd0e6c1bd2176d71", + "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 asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They target different model families and different auto-class paths.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43684 is the broader, more central request because it concerns adding model registration to core auto-model classes, making it the better representative of the cluster even though it is not a duplicate of #44405.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the best issue to keep as the cluster representative because it describes the broader framework-level registration gap rather than a task-specific classifier mapping.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni auto-model registration versus Qwen3.5 sequence-classification support. They involve different configs, different auto classes, and different code paths, 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": "issue", + "component_index": 12, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "b1424a237b7372630aa32d40284fd5e7740d101ecf16e635e53d1f4aa856951d", + "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": "This cluster is mostly low-information issue spam: three issues share the same generic title \"huggingface \" and one unrelated issue is titled \"Fett\". There is not enough content to confirm a real underlying bug, so only a thin duplicate representative can be chosen.", + "confidence": 0.53, + "canonical_issue_reason": "issue:43845 is the earliest of the three identical \"huggingface \" issues and is the best available representative for that repeated low-signal thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the most suitable cluster representative because it is earliest among the near-identical issues and has the same sparse metadata as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Titles do not match and there is no body-level evidence of the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Titles do not match and the available metadata is too sparse to prove a shared bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no concrete issue details tie these together." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles are identical, but there is no actual problem description to confirm they report the same bug rather than duplicate noise." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but the record is too underspecified to safely merge as the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but insufficient content exists to verify a shared bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "4603826e4036a51b124b785e3028838e1f98010da769d1c9d05f37d44d36f7d3", + "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": "All five issues are extremely low-signal and appear spammy or generic, with no evidence they describe the same underlying problem. None of the soft duplicate links should be accepted.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44418 is the most neutral and descriptively titled of the set, but the cluster lacks enough substance to support a strong canonical issue choice.", + "canonical_pr_reason": null, + "best_issue_reason": "44418 is the least obviously spam-oriented and the only one with a somewhat meaningful label, so it is the best weak representative among otherwise non-informative issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no body evidence; identical low-quality titles are not enough to treat them as the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same spam placeholder title and no content; no concrete bug or topic can be established." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a vague documentation suggestion; too little overlap to indicate the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'Check out \"Google LLC\"' does not match the spam placeholder issue in a way that suggests a shared bug or request." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A generic documentation request and a spam placeholder are not enough to infer duplicate intent." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "The titles are both generic, but they do not point to the same concrete problem or change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam placeholders, but no actual issue description or target exists to confirm duplicate status." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No shared subject matter beyond being low-signal issue titles; not a reliable duplicate match." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated in content and lack any concrete bug/topic alignment." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "34a11714027441596cacd48c63b7bf8002ff7efe2b83fc43eafc6cd699f5ee54", + "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": "These two closed issues are highly similar and likely duplicates: they share the exact title, have very similar body sizes, and there are no distinguishing targets or filenames. The evidence is strong enough to treat them as the same reported topic, but the packet does not expose body text, so the duplicate judgment should stay conservative. #45145 is the better canonical representative because it was opened earlier and has an inbound reference.", + "confidence": 0.94, + "canonical_issue_reason": "#45145 is the better canonical issue because it is earlier and has an inbound reference, while the available signals strongly suggest #45151 is a near-duplicate or highly similar report.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue representative for the cluster because it is the earlier, slightly more established copy of the same likely-duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title, similar body length, and no distinguishing metadata strongly indicate the same underlying issue, though the evidence is not strong enough to claim identical body content." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is a bit too strong for the evidence shown. The packet supports a strong similarity case (same title, similar body lengths, no distinguishing metadata, and soft_similarity), but it does not expose issue body content, so saying they are the \u201csame issue content\u201d or fully duplicate is slightly overstated. A more conservative verdict would be that they are likely duplicates or highly similar." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "d32306b150aad393600d5cdb76f0286cd1a0655fd6c6fcf2dad8a725690d12db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad level (4-bit/BitsAndBytes inference), but they describe different failure modes and likely different fixes: one is a uint8/NF4 audio-module torch.finfo() TypeError, the other is a BitsAndBytesConfig regression that drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45674 is the better representative issue because it states a clearer, more general configuration regression with an explicit failure mechanism and likely code-path to fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Do not merge: both are 4-bit inference problems, but one concerns torch.finfo() on uint8 weights in audio modules while the other concerns llm_int8_skip_modules clearing the default lm_head exclusion. Different root causes and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "d57bcfcfd84e4aae899ebbc7716cf785f68a3ca4b817c175aa2e5b39306f263c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated personal-name/date entries with no body, links, or technical context. They do not appear to describe the same underlying problem, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative: both are sparse, unrelated, and lack any shared bug report or actionable technical context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates with no shared subject, code path, or problem description; they do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "67ce8b9a2b36e0550091ea526c0b33ad7194bcc702b07c4504e834b695d76d33", + "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": "These two closed issues are not duplicates; they appear to be unrelated entries that only share a surname and similarly formatted dates in the titles.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles reference different people and different dates; there is no shared bug report, code path, or explicit linkage. The similarity is superficial only." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "05e19b770374146b09d8e291a887d63d67d2165c656c61bb3881b0aebb373382", + "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 Qwen token-classification head, the other requests FP8 training support. No duplicate/merge relationship is present.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests concern different areas (model head support vs. FP8 training).", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a better canonical representative because they do not describe the same underlying bug or feature.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature areas with no shared code-path problem; one is about adding Qwen3_5ForTokenClassification, the other about FP8 training support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "091e1c7463a06dfbcdb5799fc506509a14d8c47729a861a6c4ea90faf7913fe8", + "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": "The cluster splits into two exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset listing and does not look like the same underlying request as the others.", + "confidence": 0.93, + "canonical_issue_reason": "45870 is the earliest clear duplicate representative in the main pair, with an identical title and body length to 45871.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the safest cluster representative: it is an exact duplicate of 45871 and predates it, while the 45872/45873 pair appears to be a separate duplicate topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topic: a dataset bundle listing versus a DataForge example issue; not the same underlying request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topic: dataset bundle listing versus DataForge example issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and same body length, created minutes apart; they look like duplicate submissions of the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are financial/DataForge themed, but the titles describe different requests (example prediction vs scraping service)." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request: example prediction issue versus scraping-service issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request with no evidence they describe the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request with no evidence they describe the same issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and same body length, created close together; they appear to be duplicate submissions of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 share the same title, body length, and close timestamps, as do 45872/45873, while 45869 is clearly a different dataset-bundle topic. The soft-edge verdicts are conservative and do not overstate weaker pairs. No PR-mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "f26398c5150b4a8fb828667c6ddecfda684ae219c59ee1844fc9d9fa39dd12d3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues concern static-cache failures around linear-attention/Qwen3.5, but they describe different concrete failure modes: one is a shape-corruption RuntimeError during early initialization, the other is a KeyError for `linear_attention` in Qwen3.5. Similar subsystem, but not clearly the same bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader underlying static-cache/linear-attention corruption with a concrete runtime failure and likely encompasses more variants than the Qwen3.5-specific KeyError report.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the strongest representative of the cluster: it is more general, more diagnostic, and names the likely root area (`early_initialization` + linear-attention shape corruption) rather than a single model-specific crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related but not the same concrete bug: one reports wrong-shape corruption leading to RuntimeError, the other a KeyError for `linear_attention` on Qwen3.5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "e0458dbb1ba652d0c3e2b0fc5c66fe75e7aed0f90bb4ac2741393d3a74ebfefb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are near-perfect duplicates with identical titles and matching bodies describing the same Wav2Vec2CTCTokenizer v5 regression. The open issue is the better canonical target; there are no PRs in this cluster.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46552 is the open report with the same text and has inbound references, making it the better live tracking issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46552 is the best issue to keep because it is open, current, and already referenced by others; 46551 appears to be the duplicate/closed copy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical title and matching description indicate the same underlying bug; this is a clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both issues have identical titles and bodies, issue 46552 is open with inbound references, and 46551 is closed. The duplicate verdict is conservative given the exact-match similarity evidence, and there are no PRs to evaluate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "428b7cbcd76b48dff0757f56d0ba45d19eb0ad3af2c7349bfc5c017ff65fa9a8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like duplicates: one reports a tensor shape mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training. They point to different failure modes and likely different root causes.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46657 is the more specific, concrete bug report and reads like a distinct code-path failure; it is a better representative issue than the separate OOM report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the best issue candidate because it describes a precise, actionable error (tensor size mismatch) rather than a broad resource symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Reject: one is a tensor-shape mismatch error and the other is an out-of-memory failure after epochs; these are different underlying problems, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 37, + "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": "f0bd3cfc52ff8e98cba503c2a5035c1e276a9e395ee105d9a23865a0e408dc84", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about VibeVoice, but they are not the same change: #40546 adds the core VibeVoice integration, while #42781 adds a separate VibeVoice Realtime path with acoustic-tokenizer and generation updates. They overlap in shared model files, but the feature scope and code paths differ.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the better canonical PR because it is the original, broader VibeVoice implementation and appears to establish the base model integration rather than a follow-on realtime variant.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best representative of the cluster since it covers the main VibeVoice feature set and is more central than the realtime extension in #42781.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: #42781 is a separate VibeVoice Realtime feature, adding acoustic tokenizer and generation changes, not the same concrete bug fix/change as the initial VibeVoice implementation in #40546." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 37, + "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": "a5e481d3be45c807e8a170239784ae402adfcfbe7bfd9b56b19dcceb6112ad74", + "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 areas: TimesFM covariate forecasting vs. DINOv3 image-classification support. They should not be deduplicated.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, 41224 is the narrower, more self-contained change, but the cluster is not a real duplicate set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different user-facing features; they do not fix the same underlying bug or implement the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-14", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46744" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46744", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "ecd6cb3bdd45168b68202fe72005ecea55fae234f559d650b564acaa62c2a24a", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 36840, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 36840, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a false-positive mix of unrelated PRs that only share broad topical similarity. The only genuine duplicate pair is the two `fixed_cross_entropy` kwargs PRs, which fix the same code path in the same file with nearly identical behavior.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical representative because it explicitly targets issue #43240 and makes the concrete `nn.functional.cross_entropy` kwargs passthrough fix in `src/transformers/loss/loss_utils.py`.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest representative: it is directly tied to the tracked bug, has the same underlying fix as its twin, and its diff clearly addresses the missing supported kwargs in `fixed_cross_entropy`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different models and different problems: Mistral tokenizer missing methods vs adding MobileLLM model support." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API gaps are unrelated to Executorch dynamic-shape export tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both are processor/model-loading related only at a very high level; one is robustness fixes for pretrained processors, the other is a new MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs passthrough is unrelated to adding a new model architecture." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different concrete bugs: loss helper kwargs passthrough vs Mistral4 test/model fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test coverage is unrelated to Mistral4 model/test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Different targets and code paths: export dynamic shapes vs model implementation addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "A new model implementation is not the same change as fixing `cls.config` resolution order in `modeling_utils.py`." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition and Falcon output-collection refactor are distinct changes in different model families." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring is unrelated to the new-model skill/documentation PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output refactor and Mistral4 test fixes are different model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Shared ecosystem area, but different concrete issues: Mistral4 test fixes vs a layernorm typo rename across CLIP-like checkpoints." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test/model fixes are unrelated to chat parsing/serve docs and parser changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46744", + "accept": false, + "reason": "Model test fixes and Apple Silicon safetensors docs are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes are unrelated to adding the TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Model/test changes are unrelated to the model-creation skill PR and its tooling/docs scaffolding." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A model addition is not the same underlying change as adding the new-model creation skill and associated docs/tools." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes do not overlap with the `cls.config` resolution-order bugfix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs change the same function in the same file to pass supported kwargs through `fixed_cross_entropy`; they fix the same underlying bug and could be merged into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly unrelated topical similarity and identifies only the 43251/43254 pair as a real duplicate/same-bugfix match. The conservative false verdicts are supported by the diffs, and the one true verdict is mergeable into a single PR for the same `fixed_cross_entropy` kwargs bug." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 37, + "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": "ea07a03097fd63f442a2a8ce39edae65c280e9df34cf9cdedcd4c798adb44c6c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both modernize GitHub Actions in workflow files, but they target different action families and different motivations. PR 42975 is specifically about Node 24 compatibility for checkout/cache/upload-artifact; PR 42976 is a broader latest-version bump centered on docker/build-push-action and other workflow actions. They are related maintenance changes, not the same underlying fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42976 is the broader representative workflow-maintenance upgrade: its title matches the general action-version bump theme and its diffs cover multiple workflow files with action updates. It is the better cluster anchor than the more specialized Node 24 compatibility PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 42976 is the best single representative because it captures the wider GitHub Actions upgrade effort across several workflows, whereas PR 42975 is narrower and focused on specific Node 24-compatible action versions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are GitHub Actions upgrade PRs, but they update different action types and address different concrete needs. 42975 is about Node 24 compatibility for core setup actions; 42976 updates docker/build-push-action and related workflow actions. They could not plausibly be merged as one duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658", + "pull_request:46705" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46705", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:46705", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46705", + "pull_request:45490|pull_request:46562", + "pull_request:45490|pull_request:46705", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "5ac934db2b89a0087741c1718e60466ef0a9b9bfcb8793badbc91a7a422314ed", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24611, + "estimated_input_tokens": 6153, + "estimated_eval_tokens": 12562 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 12, + "serialized_chars": 24611, + "estimated_input_tokens": 6153, + "estimated_eval_tokens": 12562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model-addition PRs. The only close pair is the Step 3.7 Flash core model PR vs its WIP helper/mini-model PR, but I still treat that as adjacent work rather than a duplicate change set.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the best canonical PR: it is the main Step 3.7 Flash model integration with docs, tests, auto-mapping, and implementation, making it the most complete representative artifact.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the strongest representative of the only near-duplicate area in the cluster and is the clearest standalone model-addition PR among the candidates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models and change scopes: ViT NEPA vs Molmo. Shared docs/auto-registry updates are incidental, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. They touch the same framework plumbing but not the same code path or feature." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated model families: vision model addition vs CTSM time-series model addition. No duplicate bug/change here." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46705", + "accept": false, + "reason": "ViT NEPA model addition is unrelated to distributed config support; these are different features and code paths." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Both are model-addition PRs, but Molmo and Molmo2 are distinct models with different implementations and files, so not duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vision-language model vs CTSM time-series model; same repo plumbing does not make them the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo model addition and distributed config support are unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model integrations with different code paths and purposes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46705", + "accept": false, + "reason": "Molmo2 model addition is not the same as adding distributed config support; only shared framework files are touched." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step 3.7 Flash are different model additions; the overlap in auto-registration is too broad to treat as a duplicate." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46705", + "accept": false, + "reason": "CTSM model integration and distributed config infrastructure are separate changes." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "These are related Step 3.7 Flash efforts, but one is the core model integration while the other is WIP mini-model/conversion tooling and packaging. That is adjacent work, not the same concrete PR 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": 7, + "component_count": 37, + "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-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43498", + "pull_request:43665", + "pull_request:44815", + "pull_request:45114", + "pull_request:46380", + "pull_request:46539", + "pull_request:46579" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43498|pull_request:46579", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46579", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46579", + "pull_request:45114|pull_request:46579", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46579" + ], + "prepared_review_unit_hash": "a26d691495c1698e4cfbe3c2fb99875e8501fed04d089d10f6cacbe5e3b1ee0e", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23163, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 14, + "serialized_chars": 23163, + "estimated_input_tokens": 5791, + "estimated_eval_tokens": 11838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a false-positive mixture of unrelated PRs that share generic fix/test/typo language. None of the soft edges look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR here is a true duplicate of the others. If a representative must be chosen, #46579 is the broadest cleanup-style PR and the most generic cluster anchor, but only as a fallback\u2014not because it matches the other changes.", + "best_issue_reason": null, + "best_pr_reason": "#46579 is the best overall representative only in the sense that it is the broadest, most generic maintenance PR in the set; however, the cluster is too heterogeneous for a strong duplicate/canonical recommendation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are small test-related PRs, but they touch different models and different failure modes; there is no shared code-path bug or mergeable single fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenization/test fixes are unrelated to the dequant/FP8 loading changes in #44815." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "#43291 is Whisper test/tokenization work; #46380 is a generation-watermarking/runtime fix across many models. Different underlying problems." + }, + { + "left": "pull_request:43498", + "right": "pull_request:46579", + "accept": false, + "reason": "#43498 is a backward-compatibility API shim for tie_weights; #46579 is a broad typo/doc/code cleanup. Same area of code is not enough here." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "#43665 only alters CLIP/ViT tests, while #46539 fixes Phimoe integration test infrastructure and CI memory/device-map behavior. Not the same bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only assertions in CLIP/ViT are not the same as the FP8 dequant/model-loading fix in #44815." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "These both mention tests, but the actual changes target different subsystems and failure causes; not a single concrete fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46579", + "accept": false, + "reason": "Test file tweaks in #43665 are unrelated to the code-typo cleanup in #46579." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "#44815 is a dequant/FP8 kernel and loading-path fix; #46539 is CI/integration-test environment work. Different code paths and problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "There is some shared loading/generation surface, but #44815 is FP8 quantization/dequant logic while #46380 is watermarking/config validation and model tests. Not the same concrete bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46579", + "accept": false, + "reason": "Shared filenames are incidental; #44815 fixes FP8 dequant behavior, while #46579 is a typo cleanup across many files." + }, + { + "left": "pull_request:45114", + "right": "pull_request:46579", + "accept": false, + "reason": "#45114 is a docs/doctest cleanup PR; #46579 is code typo cleanup. Similar hygiene theme, but not the same change or bug." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "#46380 fixes generation validation/runtime behavior; #46539 fixes Phimoe CI/integration tests and runner resource handling. Not mergeable as one bug fix." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46579", + "accept": false, + "reason": "#46380 changes generation/runtime code and tests; #46579 is broad typo cleanup. No shared underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "f6a5c6456acb8b5ab6d00cb17af762be2c1d279e6a2b7d2be6a11020a0a33e04", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct synthetic '[don't merge]' PRs that only overlap superficially on tests/CI files; they do not appear to fix the same underlying problem or change the same code path.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate here. If one PR must represent the cluster, 43532 is the broadest synthetic repo-check/CI edit and has the most overall overlap, but it is still not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "43532 is the closest thing to a cluster representative because it spans multiple CI/testing files and has some thematic overlap with the other PRs, but it should not be treated as a true duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 alters setup/version/dependency and a vit test, while 46747 only changes the PR security-gate workflow. Same broad CI context, but not the same concrete bug/change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Only a weak overlap via the vit test file. 43488 is about setup/version/dependency plumbing, whereas 43532 rewrites workflow/comment CI and related utilities; not the same underlying change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they modify different workflow paths for different purposes: self-comment/notification handling versus PR security-gate trigger logic. Not 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": 9, + "component_count": 37, + "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": "1a0df0776fd44b2f557bb79c9a8da81c48f6aaf0ed36597166fbc981a2254ffc", + "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": "The two PRs are closely related feature additions in the same pipeline area, but they implement different tasks and touch different model/test sets. They should not be collapsed as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PR #43612 adds Promptable Concept Segmentation, while PR #43613 adds Promptable Visual Segmentation; these are separate features rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "If a representative is needed, PR #43613 is the broader of the two and includes more supporting model coverage, but it is still not a duplicate of #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying tasks and code paths: concept segmentation vs visual segmentation. Shared docs/pipeline scaffolding and similar filenames are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 37, + "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": "a89fdd3ef9300fa47a6f3d00c36d5b68f2ff8140079dec606cbd3030de87c2ae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs both modify `src/transformers/trainer.py`, but they target different trainer behaviors: one changes gradient-accumulation loss scaling, the other factors out signature-column filtering for custom/PEFT trainers. They are related to Trainer extensibility, but not the same bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying code paths and fixes: loss scaling during `training_step` vs. model signature inspection/column filtering. Same file and broad subsystem, but not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 37, + "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": "fe2d98d91e62d2d7e64a7dc644b3bc5863a32c94c34dd3e44e68893525657ca5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same file and both aim at a TypeAdapter-related CLI import/type-annotation NameError, but they use different fixes and target different issue IDs, so they look related rather than duplicate.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the clearest narrow fix for the reported runtime NameError when pydantic is absent: it keeps TypeAdapter under TYPE_CHECKING and stringifies the annotation in the affected validation path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the better representative because it directly targets the concrete failure mode with a smaller, more surgical patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch `src/transformers/cli/serve.py` and relate to typing/runtime NameErrors, but 43656 is a broader annotations/future-import cleanup while 43842 is a specific TypeAdapter/pydantic import fix; they are not clearly the same concrete change and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "b4ef19cbfd22cbf7fc84e139cfeac5a800b36043b8f15d85516a13979dbda0ef", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84901, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75097, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad output-tracing refactor theme across many unrelated model implementations. The only strong duplicate families are the GPT-Neo pair (44018/44068) and the GPT-J/CodeGen family centered on 44722; the rest should remain separate model-specific changes.", + "confidence": 0.8, + "canonical_issue_reason": "No issue artifact is present in the cluster; the only shared issue reference is the external target 43979.", + "canonical_pr_reason": "PR 44722 is the best canonical PR because it is the most consolidated GPT-J/CodeGen output-tracing refactor and best represents the repeated change family in this cluster.", + "best_issue_reason": "No issue artifact is present in the cluster; 43979 is only a referenced target, not a clustered issue node.", + "best_pr_reason": "PR 44722 is the strongest representative because it combines the GPT-J/CodeGen shared refactor into the clearest later version of that change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; the shared tracing theme is not enough to call these duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Same umbrella refactor target, but these are separate model-specific implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Both are GPT-J-related, but 44066 also includes CodeGen and reads as a broader change; not the same concrete PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Separate model implementations; shared issue target only indicates the same umbrella effort." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model code paths; they are both tracing refactors, but not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet is only a thematic overlap around standardized tracing." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures and files; these are distinct model-specific refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR are different code paths and different fixes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model code paths; same refactor style, not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file and same output-tracing refactor; 44068 looks like a later variant of 44018." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo are different implementations, even if the refactor style is similar." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families and files; only the broad tracing theme matches." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model paths; same issue target does not make these duplicates." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and no shared implementation path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Separate models; only the refactor pattern is shared." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "Different models and files; no same-code-path overlap." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "Different models and implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR do not share the same fix." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different code paths; only the theme is shared." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are separate model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are separate model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are unrelated concrete changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "Different model code paths; only the decorator pattern is shared." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are different model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are separate implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo do not share the same underlying change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are separate implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are separate code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different concrete refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "Different models and files; same umbrella issue only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa-v2 are distinct concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 looks like the consolidated later duplicate." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing path and appear to be duplicate versions of the same refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet versus RegNet/ResNet/RT-DETR are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are different concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and VITS are separate model implementations." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates one soft-edge verdict: `pull_request:44066` vs `pull_request:44085` is marked accepted even though the packet\u2019s soft-pair entry is `deterministic_accept: false`. That makes the cluster verdicts not fully conservative. The canonical/summary claims are otherwise plausible, but this pair should be rejected unless there is stronger evidence from the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 37, + "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": "73803e2756c1c8c4e86693d0c5040c87ead1c70f3b98ea13af269e5166aab738", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84901, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to migrate different Transformers models to the newer standardized output-capture/tracing helpers. They share the same broad theme, but they do not fix the same concrete bug or change the same code path, so they should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44056 is the most representative central refactor: it updates MPNet to use capture_outputs and explicitly wires _can_record_outputs, matching the common output-tracing migration pattern seen across the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 44056 is a good cluster representative because it is a straightforward, generic output-tracing refactor with explicit hook registration, making it closer to the shared pattern than the more model-specific variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized-output refactors, but they touch different models (FocalNet vs ImageGPT) and different model internals. They are related cleanup work, not the same underlying change or a single mergeable fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate code paths with separate output-tracing rewrites. Same theme, but not the same bug/change and not something that should be merged into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate output tracing, but MPNet and VisualBert have distinct model implementations and hook maps. This is broad architectural similarity, not duplicate content." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are different model-specific refactors (MPNet vs TextNet) with no shared concrete code path. They should remain separate PRs." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert each implement the migration independently in different files and model stacks. The overlap is only the general refactor pattern." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 both mention output tracing, but SpeechT5 is a different architecture and has explicit tracking issue context. They are not the same fix and are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "e056619bd5f531c62e2a935cfb0f679d54551cb005eeb6097971b014ea14313f", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-specific \"refactor output tracing\" changes across unrelated architectures. They share a theme and utilities, but not the same concrete bug or code path, so none of the soft edges should be merged.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "44025 is the most representative single PR in the set because it applies the output-tracing refactor to two closely related depth models and clearly shows the shared pattern, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and code paths: timm_backbone vs upernet." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and files: timm_backbone vs vision_text_dual_encoder." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and changes: timm_backbone vs univnet." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Shared refactor theme only; timm_backbone and mamba/falcon_mamba are unrelated code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems: timm_backbone vs codegen." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures: timm_backbone vs rwkv." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; same refactor wording is not enough." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "MobileNetV1 and UperNet touch different concrete model code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different tasks and models: MobileNetV1 vs depth_anything." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrapper/model families: MobileNetV1 vs vision_encoder_decoder." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different code paths: MobileNetV1 vs speech_encoder_decoder." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated; only the refactor motif matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families: vision_text_dual_encoder vs upernet." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files: vision_text_dual_encoder vs mamba/falcon_mamba." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different concrete changes: vision_text_dual_encoder vs codegen." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and tasks: vision_text_dual_encoder vs depth_anything." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated model paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "UnivNet and mamba/falcon_mamba are different architectures." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems: UnivNet vs CodeGen." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and outputs: UnivNet vs depth_anything." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "UperNet and mamba/falcon_mamba are different model families." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba vs SuperPoint are unrelated model changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different concrete code paths: mamba/falcon_mamba vs codegen." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "TimmBackbone and CodeGen are unrelated models; shared utilities do not make this one change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are unrelated changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are different model families and fixes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and vision_encoder_decoder are separate code paths; same refactor theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and speech_encoder_decoder are different model wrappers." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are unrelated models." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are different model families." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but they are still separate model-specific refactors and not the same concrete change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "vision_encoder_decoder and SuperPoint are unrelated models." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "vision_encoder_decoder and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "vision_encoder_decoder and DPR are different model families." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "speech_encoder_decoder and SuperPoint are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "speech_encoder_decoder and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "speech_encoder_decoder and DPR are different model families." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated model implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are unrelated code paths." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model families." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "53ca7c47478c03d1022eacaa654c5df6a2978b49bcaaabbcb8966344313f0139", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Not a duplicate cluster: PR #44662 adds PenguinVL, while PR #45401 adds Voxtral TTS. They share some Transformers boilerplate files because both register new models, but they target different model families and code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the more self-contained addition because it has an explicit issue target (45027) and a focused Voxtral TTS scope, but it is not a duplicate of #44662.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying features/models: PenguinVL vision-language implementation vs Voxtral TTS support. Shared auto-registration/docs are expected boilerplate, 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": 16, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "e1197195a3d2284160800085ac0412240a88f595d16c866de68bb65b8c934f4f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs around module/kernel fusion, but they do not look like the same underlying change. PR #44979 introduces a new generic Module Fusion API, while PR #45363 wires in n-to-1 kernel fusion via KernelConfig and an example on top of existing integration points.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more foundational and generic change: it adds the new Module Fusion API itself. PR #45363 is a narrower follow-on for KernelConfig-driven kernel fusion, not the same concrete PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best single representative for the cluster because it defines the core fusion abstraction and is the broader feature surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different concrete changes: #44979 adds a new module fusion API implementation, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration and example code. They are related conceptually but not the same bug/change 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": 17, + "component_count": 37, + "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": "5a57f61e221e3ecd4c095609b98cbe612219294d34c1382b4ab3f3babc1cbd26", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs patch the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 adds tests and looks like the more complete version of the same fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the stronger canonical PR because it contains the same code fix as #45086 plus an added test file, making it the more complete implementation of the same bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best representative of the cluster: it directly addresses the bug, matches the same issue target, and includes test coverage, while #45086 is a narrower draft of the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug and same fix in the same code path; 45317 is essentially the tested/superset version of 45086, so they are merge-equivalent enough for duplicate triage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 37, + "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-45115-3", + "nodes": [ + "pull_request:45115", + "pull_request:45569", + "pull_request:46565" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569", + "pull_request:45569|pull_request:46565" + ], + "prepared_review_unit_hash": "291f1a40b4e8deb0457d59a61871f24d7d795cc7f8c13dd3f0408f30d8ba9d7b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9122, + "estimated_input_tokens": 2281, + "estimated_eval_tokens": 4818 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9122, + "estimated_input_tokens": 2281, + "estimated_eval_tokens": 4818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related by naming and Nemotron-family cleanup, but they target different model changes: a NemotronH inheritance/refactor, a NemotronH dense/sparse split, and a separate Nemotron3.5 ASR model addition. None are true duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the best representative of the cluster because it is the broadest NemotronH architecture update and introduces the dedicated dense/sparse model split that the later documentation and auto-mapping changes build around.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the most central and complete Nemotron-related change in this set; it captures the main model-structure refactor rather than just conversion-mapping cleanup or an unrelated Nemotron ASR extension.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both touch NemotronH internals, but 45115 is a conversion/refactor to inherit GraniteMoeHybrid-style structure while 45569 adds the explicit NemotronH dense/sparse model split and dispatcher/docs. Related, but not the same underlying change." + }, + { + "left": "pull_request:45569", + "right": "pull_request:46565", + "accept": false, + "reason": "These are different model families and different features: NemotronH architecture split vs Nemotron3.5 ASR streaming. Shared naming is incidental, not a duplicate code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 37, + "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": "ba963d5d2d7ca79dcc345dcfa921104b4e18136e4b198454f9ae26ff45175b2a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: PR 45333 adds heterogeneous per-layer config plumbing, while PR 45332 builds on that to implement broader heterogeneous model/runtime support. They touch overlapping files, but they address different layers of the feature and should not be merged as one change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader, more representative change: it covers model/runtime integration for heterogeneous support and includes the cache/masking/modeling work that depends on the config plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best cluster representative because it is the more comprehensive end-to-end heterogeneous support PR, while 45333 is the narrower configuration foundation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They are adjacent feature work, not the same concrete fix: 45333 introduces per-layer config support, while 45332 adds modeling/cache/runtime behavior that consumes it. Overlap in files is expected, but one does not duplicate the other." + } + ] + }, + "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": 37, + "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": "38fd1ace6a870b95201ffe5a4acd88b1df913a97051094d7c836c4de1dff63d5", + "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 both typing-oriented PRs in Transformers, but they address different scopes: one broadly enables type checking across many files, while the other adds typing protocols/aliases to support specific modeling and PEFT-related code paths. They are related, but not the same underlying change.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader umbrella change: it introduces type-checking configuration and widespread annotation fixes across many files. PR 45425 is a narrower typing-support refactor centered on helper protocols/aliases and a few modeling integration paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best representative of the cluster because it captures the main repo-wide type-checking effort, whereas PR 45425 is a more targeted follow-up in the typing layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both PRs are about typing, but they do not appear to fix the same concrete bug/change. 45415 is a broad type-checking sweep across many transformer modules plus pyproject settings; 45425 adds specific typing aliases/protocols for modeling_utils and PEFT-related usage. Overlap in files like modeling_utils/check_types is not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 37, + "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": "87384d41e6fdbf3e5d4f535576f2b42e2cff221de08299e8a45433d7300e4e7d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4949, + "estimated_input_tokens": 1238, + "estimated_eval_tokens": 2732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate pull requests for different model families and different cached-forward bugs: one for Qwen3.5/GDN linear attention, the other for Mamba2 use_cache with seq_len > 1. They are not the same underlying change, so the soft link should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different code paths and model families (Qwen3.5 linear attention vs Mamba2 cache handling); they fix distinct bugs and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 37, + "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": "c1182aced8da500aa40458b6315bf2e023724c8c964947b1051497f73d60f0a1", + "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 both expert-parallelism PRs, but they fix different loading bugs: one preserves `distributed_config` and adds `has_ep` to make EP + ZeRO-3 loading work under `accelerate launch`; the other prevents expert weights from being overwritten during FSDP2 loading by wrapping sharded params correctly. Related area, not the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single canonical PR: the failures differ in concrete code path and fix strategy, so neither PR should stand in for the other as a duplicate representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern EP loading, but 45548 is about serializing `distributed_config` and detecting EP for ZeRO-3/accelerate launch, while 45662 fixes expert params being silently overwritten during FSDP2 loading via `post_shard_wrap`. Different bugs and different patches." + } + ] + }, + "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": 37, + "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": "f0a16d5d6bd5f5550534f50db50c503e004ba0fc120ef041ad1fe1beb194d053", + "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/captured_info problem in `testing_utils.py`; PR 45645 is a superset that includes the core fix from 45639 plus CI log aggregation changes.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the broader, more complete change: it contains the xdist-safe output-file fix in `testing_utils.py` and also updates CI to collect multiple `captured_info*.txt` files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster because it subsumes the core bug fix from 45639 and extends it to preserve/debug captured logs in CI.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying captured_info xdist collision fix; 45645 includes the same helper change and adds related CI handling, so they could plausibly be combined into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "cec4dd965a13a28d74db34888f4dadef4480c5c935b466a30597722c014cf895", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7249, + "estimated_input_tokens": 1813, + "estimated_eval_tokens": 3882 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7249, + "estimated_input_tokens": 1813, + "estimated_eval_tokens": 3882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs with superficial overlap in modeling files, but they implement different linter rules and different code-path changes. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45720 is the narrower, more self-contained change and is a better representative of this cluster than the broader TRF018 sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR #45720 is the best representative here because it has a clearer, smaller scope and is less of a broad multi-model rule rollout than #46259.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different lint rules and different underlying fixes: TRF003 for return-tuple handling vs TRF018 for weight initialization. Shared filenames are incidental, 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": 25, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "ec243743011a46a6ee08af6347a7af45b9c7addcb091cf479ada80f51912b4d3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: #45932 is a mixed testing/Grafana-secrets plus model-config change PR, while #46100 is a test migration PR adding DDP/kernel and ViT-related tests. They do not appear to fix the same concrete code-path problem or represent one mergeable change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs have different purposes and diffs, so they should not be collapsed into one duplicate group.", + "best_issue_reason": null, + "best_pr_reason": "#46100 is the better representative of a cohesive code change; #45932 is a broader, less focused mix of workflow/secrets and model-file edits that does not align with the test-migration PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying changes: #45932 is a Grafana/testing workflow tweak plus unrelated model config edits, while #46100 adds kernel/DDP and ViT test migration files. No shared concrete bug or mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 37, + "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": "6797c30205bcf08da217bcdda35996314f095bda4e91d11078accdd79c9c9206", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only by overlapping distributed-files touchpoints; PR 46126 is a focused EP/Trainer feature change, while PR 46269 is a broad distributed branch base. They do not look like the same concrete fix/change set.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more specific, self-contained change: EP + Trainer integration on top of DistributedConfig with targeted edits in distributed tensor parallel, utils, Qwen3 MoE config, and trainer code.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best representative because it has a clear feature objective and narrower scope; PR 46269 is too broad and infrastructure-heavy to serve as the canonical artifact for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames are not enough here: 46126 implements EP/Trainer integration, while 46269 is a wide-ranging distributed base branch touching many unrelated components. They do not appear to be the same underlying code-path fix and would not plausibly merge 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": 28, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "5863c0d231067db8f181ed60adb1eefd6a0a6328b346966eb9041f5014a6e437", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25933, + "estimated_input_tokens": 6484, + "estimated_eval_tokens": 13224 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25933, + "estimated_input_tokens": 6484, + "estimated_eval_tokens": 13224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated workflow maintenance changes. The only tight cluster is the pr-ci-security-gate.yml follow-ups, but each PR changes a different aspect of that workflow rather than the same concrete bug/change, so I would not dedupe them.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "There is no single canonical PR for the whole set because the items split into separate workflow edits. If a representative is needed, pull_request:46554 is the strongest anchor: it makes the substantive pr-ci-security-gate logic change, while the later same-file PRs are narrower follow-ups.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46554 is the best overall representative because it contains the most concrete workflow/security behavior change and is the closest substantive base among the same-file follow-ups; the others are either unrelated or smaller incremental edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different changes: stdin piping for self-comment CI vs security checks in pr-ci-security-gate. Same general area only, not the same change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow updates in different files; one adjusts comment handling, the other changes PR CI gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow and different purpose; comment-only update versus pr-ci-security-gate reusable-workflow note." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different behavior: self-comment CI input handling vs secrets scoping in PR CI gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both mention shell quoting, but they touch different workflows and different commands; not the same underlying bug/change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening changes are unrelated to benchmark_v2 trigger logic; same broad CI area only." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different fixes: SSH runner security/secret handling vs anti-slop permissions scoping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner updates are unrelated to assign-reviewers checkout ref selection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different concerns; memory monitor/secret handling vs PR CI security gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and distinct changes; SSH runner hardening is not the same as PR CI gate permission/approval tweaks." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow updates, but one changes anti-slop permissions and the other changes benchmark dispatch conditions; not the same code-path problem." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows with different behavior changes: anti-slop permissions vs assign-reviewers checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different fixes; permissions scoping is unrelated to build-ci-docker-images shell quoting." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Anti-slop permissions change is unrelated to PR CI security gate logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and unrelated fixes: reviewer assignment checkout target vs benchmark trigger conditions." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Checkout ref change in assign-reviewers does not match the shell quoting fix in build-ci-docker-images." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behavior; reviewer assignment checkout ref vs PR CI gate changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch condition update and build-ci-docker-images quoting fix are separate workflow changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated concerns; benchmark scheduling vs PR CI security gate." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch workflow shell logic, but in different jobs and with different purposes; not the same concrete bug." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "build-ci-docker-images quoting fix is unrelated to PR CI gate permissions/approval changes." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different fixes: one adds security checks on changed files, the other adjusts permissions and conditional approval. They are related but not duplicates." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but one changes gate logic and the other only adds explanatory comments; not the same underlying change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but this is a different security-scoping change (secrets inheritance to empty) rather than the file-change gate logic." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval-flow change versus comment-only note update; not the same change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Both affect pr-ci-security-gate.yml, but one changes permissions and conditional approval while the other changes secrets inheritance; distinct changes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only clarification is not the same as the secrets-scoping change in the reusable workflow call." + } + ] + }, + "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": 37, + "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": "ccbb0d619fe460f5550820c864fec659d17561d9a00502a9f73b3cb78f93c036", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are superficially similar because both replace file-open source inspection, but they target different modules, different helpers, and different behaviors. They are not the same underlying fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the better representative change: it fixes a concrete source-reading helper in one code path and includes tests, whereas #46152 addresses a separate traversal-resolution helper in import_utils.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the stronger standalone PR in this cluster because it is narrower, more explicit about the behavior change, and backed by tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid open() for reading source, but they fix different code paths: #46152 adds a traversable resolver in import_utils, while #46207 changes _can_set_attn_implementation in modeling_utils. They do not appear mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46154-2", + "nodes": [ + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "40be4400eeb960346ef8ab7d471fcdd849d57ee25e20e7db0a899ac95dddf2fb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5700, + "estimated_input_tokens": 1425, + "estimated_eval_tokens": 3106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate SDPA-dispatch PRs for different model families and code paths: T5 vs wav2vec2/audio models. They are related by theme, but not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the broader, more representative SDPA-dispatch change set, touching more affected model implementations and tests across the wav2vec2/audio stack.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the strongest cluster representative because it covers the larger, more complex implementation surface for this feature, while #46154 is a narrower T5-only variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Different concrete code paths and model families. #46154 adds SDPA dispatch for T5; #46196 does the same for wav2vec2/audio models. They share the same general feature, but are not the same underlying change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46173-2", + "nodes": [ + "pull_request:46173", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "8ac88de891156efc041ae6eac2ff2b6f957f37c7ee42f44803b224f91f9b44ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3631, + "estimated_input_tokens": 908, + "estimated_eval_tokens": 2072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests make the same code change in `src/transformers/cache_utils.py` to widen `StaticLayer.get_seq_length` from `int` to `int | torch.Tensor`; they are near-duplicate implementations of the same fix for issue #45987.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the better canonical representative because it is the earlier, more explicitly titled version of the same fix and already points to the tracking issue #45987.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the strongest standalone representative of the change: it contains the same minimal patch, the same target issue, and a clearer description of the intended fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same underlying bug fix, same file, same diff hunk, and same explicit issue target (#45987); these are functionally duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch the same file, make the same type-annotation change for `StaticLayer.get_seq_length`, and both explicitly target issue #45987. The canonical-pr rationale is also conservative and supported by the titles/metadata. No overstatement beyond the visible diff evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "38ac8d19f4f318a52535b3cacfc36561a94b2f8f5ed36fd76f74637344bcccdf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one bug in the right side of the sliding-window mask for Moonshine streaming, and both explicitly target the same issue. PR 46546 is the broader, more complete fix and is the better canonical PR.", + "confidence": 0.93, + "canonical_issue_reason": "Both PRs point to issue 46305, which appears to be the underlying right-window boundary bug in the sliding-window mask.", + "canonical_pr_reason": "PR 46546 is the better representative because it fixes the same Moonshine streaming boundary bug plus the parallel Gemma4 implementation and includes a test, making it the more complete change.", + "best_issue_reason": "Issue 46305 is the shared tracking issue for the exact off-by-one right-window boundary problem these PRs address.", + "best_pr_reason": "PR 46546 is the best PR to keep as canonical because it covers the Moonshine fix, the related Gemma4 fix, and adds test coverage, so it is more merge-ready than the narrower 46310.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Accepted: both PRs change the same Moonshine streaming mask boundary check (`-dist < right_window_size` to `<=`) for the same bug, and the overlap is concrete enough to treat as the same underlying 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": 33, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "7901efd8bd9e507a6bcefd4a0e729b412d9c06d3803bc89316ed6bd62e62769b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5938, + "estimated_input_tokens": 1485, + "estimated_eval_tokens": 3226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated pull requests: one adds multimodal support to continuous batching, and the other adds a new HunYuan VL model implementation and docs. They do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different scopes and codepaths: continuous batching multimodal infrastructure vs. a new model/docs integration. They are not mergeable as one PR and do not represent the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "94c3a8e055022ede0adbf2913e3f7a61c33ac890f2a1bfe803f7695c1c61fee7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated tokenizer-related PRs: one fixes CodeLlama decode stripping of real leading spaces, the other fixes DeepSeek checkpoint routing to the correct tokenizer class. They share a broad subsystem but not the same bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 46574 fixes CodeLlama decode behavior in tokenization_code_llama.py, while 46580 fixes model-to-tokenizer selection in tokenization_auto.py for DeepSeek checkpoints.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global duplicate representative of the other; they address different concrete code paths and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems and different fix surfaces: CodeLlama decoder stripping vs DeepSeek auto-tokenizer class selection. They are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "4f434226885b7bfdfeb8b7746970d9396f02f7eb514dac5d5f36475c962e30b8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5495, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Mistral integration PRs, but they implement different changes: one is a refactor that moves MistralConverter into the integrations package, while the other adds tekken tokenizer detection/conversion/save utilities. They share files and subsystem, but not the same concrete bug or change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the broader, more feature-complete Mistral change set and is the better representative of the cluster, but it is not a duplicate of #46603.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the strongest standalone PR here because it introduces new tokenizer functionality and tests, whereas #46603 is primarily an internal move/refactor of an existing converter.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Reject: the PRs touch the same Mistral files, but #46603 is a packaging/refactor move for MistralConverter while #46604 adds tekken tokenizer detection and save/conversion behavior. They are different code-path changes and would not plausibly be merged as one duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46741-3", + "nodes": [ + "pull_request:46741", + "pull_request:46748", + "pull_request:46773" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46748", + "pull_request:46748|pull_request:46773" + ], + "prepared_review_unit_hash": "9fb4ef49d12534ad76d4e2ef7c742f7cf9c0c928ecf3f11a47e993913f7613d1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7885, + "estimated_input_tokens": 1972, + "estimated_eval_tokens": 4200 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7885, + "estimated_input_tokens": 1972, + "estimated_eval_tokens": 4200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs cluster loosely around runtime correctness fixes in transformer model internals, but they address different bugs: chunked-prefill/speculative decoding in Mamba2-style mixers, offloaded-cache prefetch device mismatch, and padding-mask application for batch-size-1 in linear-attention models.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46773 is the broadest cross-model fix in the cluster and the most representative of a shared runtime-correctness pattern, while the others are narrower model-specific or cache-utility fixes.", + "best_issue_reason": null, + "best_pr_reason": "46773 has the widest direct applicability across multiple linear-attention models and cleanly captures one concrete bug class, making it the strongest representative PR here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "Different code paths and bugs: 46741 fixes Mamba2 chunked-prefill/speculative decoding in specific models, while 46773 fixes padding-mask application for batch-size-1 across linear-attention models." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46748", + "accept": false, + "reason": "One is a model-forward mixer fix; the other is a cache.prefetch/offload device mismatch fix in shared cache utilities. They are not the same underlying issue." + }, + { + "left": "pull_request:46748", + "right": "pull_request:46773", + "accept": false, + "reason": "46748 addresses offloaded cache prefetch device mismatches, whereas 46773 addresses skipped padding masks in linear-attention models. Different subsystems and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 37, + "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-46753-2", + "nodes": [ + "pull_request:46753", + "pull_request:46778" + ], + "soft_pairs": [ + "pull_request:46753|pull_request:46778" + ], + "prepared_review_unit_hash": "d4befb28cb7d92ac7de5bef007853e0ef853bcea9183629c40bbfb7c71d4676c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4478, + "estimated_input_tokens": 1120, + "estimated_eval_tokens": 2496 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4478, + "estimated_input_tokens": 1120, + "estimated_eval_tokens": 2496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests implement the same fix in `apply_chat_template` for empty conversations, touching the same code path and tests with only minor wording/test-harness differences. They are duplicate PRs rather than separate changes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46778 is the better canonical PR: it is the more polished follow-up with clearer error text and the same underlying code-path fix, so it best represents the intended change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46778 is the strongest representative because it matches PR 46753\u2019s fix while using clearer messaging and slightly more complete test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46753", + "right": "pull_request:46778", + "accept": true, + "reason": "Same underlying bug fix: both add an empty-conversation guard in `apply_chat_template` and update the same test file for the same issue target. Differences are cosmetic, so they are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target the same issue, touch the same files and code path, and differ mainly in the error text plus a test decorator/harness detail. The soft-edge verdict is conservative enough, and these changes look mergeable as a single bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260620T000023Z/analysis-runs/hybrid-model-20260620t000023z/manifest.json b/snapshots/20260620T000023Z/analysis-runs/hybrid-model-20260620t000023z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..5948bf229c7ec145dad6e6e7dd712f2fe7dad326 --- /dev/null +++ b/snapshots/20260620T000023Z/analysis-runs/hybrid-model-20260620t000023z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260620t000023z", + "artifacts": { + "hybrid": "snapshots/20260620T000023Z/analysis-runs/hybrid-model-20260620t000023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260620T000023Z/analysis-runs/hybrid-model-20260620t000023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-20T00:09:06Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260620T000023Z", + "variant": "hybrid" +} diff --git a/snapshots/20260620T000023Z/manifest.json b/snapshots/20260620T000023Z/manifest.json index 9bb600c4ae49dc9b6eca0cae0c5e35399150d2ec..1e162bc30c1dbf0ce38c4a7441739f118da09ade 100644 --- a/snapshots/20260620T000023Z/manifest.json +++ b/snapshots/20260620T000023Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 577 }, "extracted_at": "2026-06-20T00:00:23Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260620t000023z", + "runs": { + "hybrid-model-20260620t000023z": { + "analysis_id": "hybrid-model-20260620t000023z", + "artifacts": { + "hybrid": "snapshots/20260620T000023Z/analysis-runs/hybrid-model-20260620t000023z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260620T000023Z/analysis-runs/hybrid-model-20260620t000023z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260620T000023Z/analysis-runs/hybrid-model-20260620t000023z/manifest.json", + "model": null, + "published_at": "2026-06-20T00:09:06Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260620T000023Z", "watermark": {