diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 0e49465f3dc9c4617186ba73cbafa0699598e986..895abac8c5f2cbaa8cbc23335771ba5ded2c5197 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": "20260512T180027Z", - "generated_at": "2026-05-12T18:10:15Z", + "snapshot_id": "20260513T000101Z", + "generated_at": "2026-05-13T00:09:42Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,57 @@ } ] }, + { + "cluster_id": "cluster-45812-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #45812.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 45812, + "canonical_pr_number": 45813, + "issue_numbers": [ + 45812, + 45920 + ], + "pr_numbers": [ + 45813, + 45924 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45813, + "right_pr_number": 45924, + "code_similarity": 0.492, + "size_similarity": 0.833, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.167, + "shared_filenames": [ + "src/transformers/models/auto/tokenization_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/tokenization_auto.py", + "left_ranges": [ + [ + 146, + 155 + ] + ], + "right_ranges": [ + [ + 383, + 393 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1426,7 +1477,7 @@ "cluster_id": "cluster-43824-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", "status": "open", - "confidence": 0.55, + "confidence": 0.75, "canonical_issue_number": 43824, "canonical_pr_number": 43836, "issue_numbers": [ @@ -1437,7 +1488,8 @@ 43842 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target" ], "pr_comparisons": [ { @@ -2154,7 +2206,16 @@ ] } ], - "duplicate_issues": [], + "duplicate_issues": [ + { + "cluster_id": "cluster-45812-4", + "canonical_issue_number": 45812, + "duplicate_issue_numbers": [ + 45920 + ], + "reason": "Issues in cluster-45812-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + } + ], "duplicate_prs": [ { "cluster_id": "cluster-41115-3", @@ -2199,7 +2260,7 @@ 43842 ], "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." }, { "cluster_id": "cluster-43979-11", @@ -2254,6 +2315,15 @@ "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-45812-4", + "canonical_pr_number": 45813, + "duplicate_pr_numbers": [ + 45924 + ], + "target_issue_number": 45812, + "reason": "PRs in cluster-45812-4 are treated as duplicates because they converge on issue #45812 with closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-45861-2", "canonical_pr_number": 45861, @@ -2265,10 +2335,10 @@ } ], "best_issue": { - "cluster_id": "cluster-45647-3", - "issue_number": 45647, - "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", - "score": 162.0 + "cluster_id": "cluster-45812-4", + "issue_number": 45812, + "reason": "Issue #45812 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 2 discussion comments plus 5 inbound references.", + "score": 149.0 }, "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 899172dcb2e6228f8444f5d7f3e4777c9908eedb..45f9a0f2cfbe01984efb8959e5d97b9c16360fe2 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": "20260512T180027Z", - "generated_at": "2026-05-12T18:10:15Z", + "snapshot_id": "20260513T000101Z", + "generated_at": "2026-05-13T00:09:42Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 1, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:24643", "issue:30277", @@ -61,10 +61,11 @@ "issue:45464", "issue:45507", "issue:45685", - "issue:45800", + "issue:45812", "issue:45823", "issue:45874", - "issue:45901" + "issue:45901", + "issue:45920" ], "soft_pairs": [ "issue:44322|issue:45464", @@ -123,372 +124,360 @@ "issue:45237|issue:45901", "issue:44841|issue:45823", "issue:43039|issue:44560", + "issue:45812|issue:45920", "issue:43866|issue:44863", "issue:43854|issue:43866", "issue:41093|issue:43638", - "issue:39290|issue:43531", "issue:43792|issue:45901", - "issue:43425|issue:45070", - "issue:43596|issue:45800" + "issue:39290|issue:43531", + "issue:43425|issue:45070" ], - "prepared_review_unit_hash": "cd0b97f14548d2b625bf2900852fefd72a613f4f9a4704c8c2ae34b614a5ce30", + "prepared_review_unit_hash": "d8929537911f6fb7669770810bebaef505f55d787bec02412d6ed1a18de07460", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 45921, - "estimated_input_tokens": 11481, - "estimated_eval_tokens": 23218 + "serialized_chars": 46570, + "estimated_input_tokens": 11643, + "estimated_eval_tokens": 23542 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues, with two small duplicate clusters: v5 docs cleanup for removed references, and DeepSpeed ZeRO-3 load-time index-0-out-of-bounds failures. The rest are only superficially similar title matches.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43638 is the clearest representative of the shared DeepSpeed ZeRO-3 loading bug: the exact index-0-out-of-bounds failure appears here in a broad, model-agnostic form, while nearby reports look like variants of the same load path.", + "summary": "This cluster is mostly a grab bag of unrelated bug reports. The only clear duplicate-like families are the DeepSpeed ZeRO-3 BERT index-out-of-bounds reports and the tokenizer v5 regression affecting Granite/other models. No PRs are present.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45920 is the broadest and most representative issue here: it frames the regression as a multi-model AutoTokenizer token-ID bug in v5, not just a single-model symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43638 is the strongest issue to keep as the cluster anchor because it states the concrete failure mode clearly and generalizes beyond a single model family.", + "best_issue_reason": "issue:45920 is the best global anchor because it is open, explicit about the regression, and covers multiple affected model families, making it the most useful duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different models and failure modes: Qwen3.5 config attribute error vs streaming chat/completions issue." + "reason": "Different failure modes: config attribute missing vs streaming chat/completions inference error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated hardware/runtime failures: AMD GPU loading problem vs MPS histogram-on-int error." + "reason": "Different hardware/backend problems: AMD GPU failure vs MPS histogram op not implemented for int tensors." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different bugs: image-preprocessor dtype mismatch vs AMD GPU load failure." + "reason": "Different models and symptoms: image preprocessor dtype mismatch vs GPT-OSS failing on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU device/runtime failure are not the same bug." + "reason": "Autocast dtype mismatch on Phi MoE is a different code path than AMD GPU compatibility." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different code paths: GPU load failure vs invalid method call in GraniteMoEHybrid." + "reason": "These describe unrelated issues: AMD GPU support vs an invalid method call in GraniteMoEHybrid." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "NVFP4 runtime error and AMD GPU load failure are unrelated." + "reason": "NVFP4 runtime error on Qwen-3-8B is not the same as AMD GPU compatibility failure." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export error; different subsystems and symptoms." + "reason": "DeepSpeed collective mismatch on Jamba-v01 and ModernBERT ONNX export are unrelated problems." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure and FineGrainedFP8 model failure are unrelated." + "reason": "ONNX export failure and FineGrainedFP8 model failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different problems: export-time ONNX issue vs auto device-map cuda assert." + "reason": "ModernBERT ONNX export and Qwen3 auto device-map assert are unrelated." }, { "left": "issue:44509", "right": "issue:44512", - "accept": true, - "reason": "Both are v5 docs cleanup for removed/deprecated references; they can be fixed in one documentation PR." + "accept": false, + "reason": "Both are docs regressions, but they target different stale references and are not clearly the same underlying change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export issue vs import-time GenerationMixin regression; different failures." + "reason": "ONNX export failure is unrelated to the GenerationMixin import error." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/tensor shape mismatch and Gemma4 PLE device mismatch are different runtime errors." + "reason": "Mask/index shape mismatch is not the same as Gemma4 PLE device placement mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different bugs: ZeRO-3 index-out-of-bounds during load vs generic mask shape mismatch." + "reason": "Both are index/shape errors, but they involve different model/setup paths and are not clearly the same bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Not the same underlying failure; one is ZeRO-3 loading, the other is a mask indexing mismatch." + "reason": "ZeRO-3 BERT empty-dimension indexing and mask-shape mismatch are different failures." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask shape mismatch is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Shape mismatch during indexing is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different symptoms and code paths: mask indexing error vs Qwen3.5/TRl embedding unpacking." + "reason": "These are different errors in different training paths: mask mismatch vs embedding unpacking failure." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor voice_preset bug and ONNX export error are unrelated." + "reason": "BarkProcessor voice_preset handling and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Collective mismatch during ZeRO-3 and index-0-out-of-bounds loading are different failures." + "reason": "Both mention DeepSpeed, but the collective mismatch and Bert zero-size index error are different code paths." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-0-out-of-bounds load failure; only the model family differs." + "reason": "Both report the same ZeRO-3/BERT index-0-out-of-bounds failure, just phrased with slightly different model descriptions." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy routing and GPT-OSS tensor-parallel failure are not the same bug." + "reason": "Liger Kernel cross-entropy dispatch and GPT-OSS tensor-parallel failure are different issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression and LoRA merge/save mismatch are different issues." + "reason": "Detokenization regression and LoRA merge/reload output mismatch are not the same bug." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime error vs LoRA save/reload inconsistency are unrelated." + "reason": "Qwen-3-8B NVFP4 runtime error is unrelated to LoRA save/load inconsistency." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as the mask shape mismatch bug." + "reason": "Both are shape-related, but activation-checkpointing/FSDP recomputation and mask indexing are different failures." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed problems: weight shape error vs collective mismatch." + "reason": "DeepSpeed weight-dimension error and Jamba collective mismatch are different training failures." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 model-loading index error is unrelated to GPT-OSS tensor-parallel failure." + "reason": "BERT ZeRO-3 empty-index failure and GPT-OSS TP issue are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP issue and CustomTrainer signature change are unrelated." - }, - { - "left": "issue:43596", - "right": "issue:45161", - "accept": false, - "reason": "Different failures: ZeRO-3 loading bug vs GPT-OSS TP issue." + "reason": "FSDP/activation-checkpointing recomputation mismatch is unrelated to the CustomTrainer loss-signature change." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Dtype mismatch with autocast/image preprocessing is unrelated to an invalid method call." + "reason": "Image preprocessor dtype mismatch and invalid-method-call in GraniteMoEHybrid are different problems." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Missing sliding_window_pattern and tokenizer backend_tokenizer crash are different regressions." + "reason": "Missing sliding_window_pattern in Gemma3TextConfig is unrelated to the Mistral tokenizer regex patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device mismatch during forward and expensive reverse embedding lookup are different Gemma4 issues." + "reason": "Device mismatch in Gemma4 forward and expensive reverse embedding lookup are different symptoms and fixes." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and tensor-parallel failure are unrelated." + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are unrelated." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen3 NVFP4 runtime error are different issues." + "reason": "Torch version incompatibility is not the same as the Qwen-3-8B NVFP4 runtime error." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation-checkpointing mismatch is unrelated to cudaErrorAssert under auto device mapping." + "reason": "FSDP activation-checkpointing recomputation mismatch is unrelated to Qwen3 auto device-mapping asserts." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT embedding unpacking and GPT-OSS TP failure are different code paths." + "reason": "TRL SFT embedding unpacking failure and GPT-OSS TP issue are different bugs." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to the MPS histogram int limitation." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Invalid method call and MPS histogram int error are not the same bug." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different runtime failures: dtype mismatch vs NVFP4 model error." + "reason": "Different backend/model issues: Mistral dtype mismatch vs MPS histogram op failure." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "NVFP4 runtime error and Qwen3.5 embedding issue are unrelated." + "reason": "These are distinct model/training failures with no shared concrete code path." }, { "left": "issue:43039", - "right": "issue:44918", + "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy issue is unrelated to TRL SFT input-embedding unpacking." + "reason": "Both involve tensor dtype behavior, but they are different model paths and not the same defect." }, { - "left": "issue:41762", - "right": "issue:43638", - "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-0-out-of-bounds loading bug; the model differs, but the failure pattern is the same." + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and compute_loss signature breakage are unrelated." }, { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Both are stale v5 documentation references that need the same cleanup pass." + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch is unrelated to the GenerationMixin import error." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Different bugs: autocast dtype mismatch vs Qwen3-vl video StopIteration." + "reason": "Liger Kernel cross-entropy dispatch and mask-shape indexing errors are different bugs." }, { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram int error are unrelated." + "reason": "These are both docs-related, but they concern different removed/changed APIs and are not clearly the same issue." }, { - "left": "issue:44918", - "right": "issue:45685", + "left": "issue:41762", + "right": "issue:43596", "accept": false, - "reason": "TRL trainer embedding issue and MPS histogram int error are unrelated." + "reason": "Both are DeepSpeed ZeRO-3 indexing problems, but they affect different model families and symptoms." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:39290", + "right": "issue:41720", "accept": false, - "reason": "Liger Kernel cross_entropy issue is not the same as Phi-tiny-MoE autocast dtype mismatch." + "reason": "Sliding-window config issues and device-map cudaErrorAssert are different failure modes." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:45237", + "right": "issue:45901", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer compute_loss signature mismatch are unrelated." + "reason": "GPT-OSS AMD GPU failure and table-question-answering crash are unrelated." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:44841", + "right": "issue:45823", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import regression are different problems." + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are unrelated." }, { "left": "issue:43039", - "right": "issue:44805", + "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross_entropy issue is unrelated to the mask shape mismatch bug." + "reason": "Liger Kernel cross-entropy issue and Qwen3-VL video StopIteration are different code paths." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model version." + }, + { + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "return_all_scores docs behavior mismatch is not the same issue as the removed run-command docs reference." + "reason": "Checkpoint corruption and NemotronH checkpoint loading failure are distinct model-loading problems." }, { - "left": "issue:41762", - "right": "issue:43596", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Same general ZeRO-3 theme, but not enough direct evidence to treat these as the same concrete duplicate pair." + "reason": "Both are model-loading issues, but one is unit-test loading of GLM-4.7-Flash and the other is Ovis2 checkpoint corruption." }, { - "left": "issue:39290", - "right": "issue:41720", + "left": "issue:41093", + "right": "issue:43638", "accept": false, - "reason": "sliding_window_pattern missing and cudaErrorAssert under device mapping are different failures." + "reason": "Mask/index shape mismatch and ZeRO-3 BERT empty-index errors are different bugs." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model load failure and table-question-answering crash are unrelated." + "reason": "Whisper runtime failure and table QA crash are unrelated." }, { - "left": "issue:43425", - "right": "issue:45070", + "left": "issue:39290", + "right": "issue:43531", "accept": false, - "reason": "Torch-version incompatibility and pydantic PretrainedConfig field breakage are unrelated." + "reason": "These both mention sliding window, but they involve different model/config regressions and no shared concrete fix is evident." }, { - "left": "issue:43596", - "right": "issue:45800", + "left": "issue:43425", + "right": "issue:45070", "accept": false, - "reason": "ZeRO-3 load-time index error and torch/transformers incompatibility are different issues." + "reason": "Torch 2.10 incompatibility and PretrainedConfig pydantic-field breakage are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft-edge pairs are mergeable as single fixes: the v5 docs references are both documentation cleanup, and the ZeRO-3 cases all share the same load-time index-out-of-bounds failure pattern despite different models. The rejected pairs also read as appropriately cautious rather than overstated." + "feedback": "Grounded and conservative overall. The summary sticks to what the packet shows, the two accepted duplicate-like pairs are well supported by the issue titles, and the other soft-edge rejections are appropriately cautious rather than overstated. No PR pairs are present." }, "evaluator_used": true, "retried": false, @@ -501,13 +490,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 2, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:36010", "issue:39186", @@ -559,6 +548,7 @@ "issue:45902" ], "soft_pairs": [ + "issue:43596|issue:45800", "issue:45859|issue:45902", "issue:43975|issue:45901", "issue:45362|issue:45464", @@ -582,8 +572,8 @@ "issue:43366|issue:45464", "issue:45020|issue:45800", "issue:43531|issue:45070", - "issue:43541|issue:44589", "issue:41093|issue:43596", + "issue:43541|issue:44589", "issue:43054|issue:43994", "issue:45542|issue:45800", "issue:40990|issue:44960", @@ -595,154 +585,160 @@ "issue:44530|issue:45005", "issue:44360|issue:44512" ], - "prepared_review_unit_hash": "dccfe0eb4d3044f2e9480206697ec53df0990a70b83154fc75818fe504204e19", + "prepared_review_unit_hash": "17f32b47dc8c24854a58553b70a61217450fb31543784aee6b638028bb154d20", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37849, - "estimated_input_tokens": 9463, - "estimated_eval_tokens": 19182 + "soft_pair_count": 36, + "serialized_chars": 38151, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated model/runtime regressions, with only a couple of plausible duplicate sub-pairs. The strongest duplicate signals are around Siglip2 output regressions and remote_code/custom-module loading collisions.", - "confidence": 0.84, - "canonical_issue_reason": "There is no single true canonical issue for the whole cluster; it mixes unrelated bugs. If forced to pick an anchor, issue:45698 is the best representative because it is concrete, open, and sits in the most plausible duplicate sub-thread about custom-module/remote_code loading.", + "summary": "Mostly a heterogeneous set of unrelated regressions. The only plausible duplicate families are custom-module loading/cache collisions and Qwen3.5-MoE rotary-embedding device/materialization bugs; the rest are too far apart to merge.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45698 is the best representative of the strongest duplicate family: it is open, active, and specifically about wrong custom-module loading after save_pretrained, which aligns with the cache/path collision report in 45632.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45698 is the clearest actionable report in the set and the best anchor for deduping the remote_code/custom-module loading cluster.", + "best_issue_reason": "Issue 45698 is the most suitable cluster representative because it is current, concrete, and has the clearest duplicate-like counterpart; it also has more discussion activity than the other plausible family members.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are runtime failures, but they have different root causes: Zero-3/BertModel loading vs torch/transformers version incompatibility." + }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same model family, but different concrete failures: CPU offload compatibility vs uninitialized-memory access after meta->to_empty(cuda)." + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding device/materialization path; both point to broken handling of inv_freq/forward under offload or to_empty() materialization." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and symptoms: detokenization bug vs table-question-answering crash." + "reason": "Different features and symptoms: detokenization regression vs table-question-answering crash." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both mention Qwen3.5/chat, but one is a general crash and the other is a streaming API failure on a different model size; not the same bug." + "reason": "Same model family, but the failures are not the same concrete bug: transformers chat crash vs streaming chat/completions failure." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure and a PretrainedConfig/pydantic regression are unrelated." + "reason": "Whisper load failure and a PretrainedConfig/pydantic breakage are unrelated." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different model and failure mode; NVFP4 execution error is unrelated to table QA crash." + "reason": "Qwen-3 NVFP4 runtime error and table-question-answering crash are unrelated code paths." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are not the same underlying issue." + "reason": "Mistral3 tied-weight bug and Ovis2 checkpoint corruption are different problems." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 missing config attribute with vLLM vs Gemma4 device-mismatch during forward are different bugs." + "reason": "Both mention Gemma models, but one is a missing config attribute in vLLM and the other is a device mismatch in forward; not the same bug." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure and an MPS histogram op limitation are unrelated." + "reason": "Qwen3.5 streaming inference failure and an MPS MoE histogram error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different MoE issues: torch dynamo grouped_mm tracing failure vs MPS int histogram support." + "reason": "Grouped_mm tracing failure and an MPS Int histogram error are different failures." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are MoE/dtype-related, but one is grouped_mm tracing and the other is autocast dtype mismatch; too different to merge." + "reason": "Both involve dtype-related failures, but in different models and code paths; not one duplicate bug." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and a Gemma3 config regression are unrelated." + "reason": "ImportError for GenerationMixin and a Gemma3 config attribute error are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and a template-node compile TypeError do not share the same code path." + "reason": "Processor failure for Voxtral and a template-node compile error are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexError-shaped, but one is a mask-size mismatch and the other is ZeRO-3 model-loading out-of-bounds; not the same bug." + "reason": "Both are IndexError-style reports, but one is a mask/tensor shape mismatch and the other is a Zero-3 load-time empty-index failure." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/Transformers version incompatibility and Gemma4 device placement mismatch are different regressions." + "reason": "Version incompatibility and a Gemma4 device_map forward mismatch are not the same underlying bug." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are unrelated." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a pydantic PretrainedConfig regression are distinct config issues." + "reason": "Config-field absence and a pydantic PretrainedConfig regression are related only loosely by v5 changes, not the same bug." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 CUDA memory/OOM regression and tied-weights translation-model bug are unrelated." + "reason": "CUDA reserved-memory/OOM under int4 quantization and tied-weights translation issues are distinct." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE/GPT-OSS, but one is a grouped_mm tracing bug and the other is tensor-parallel routing; not the same concrete issue." + "reason": "Different MoE-related failures: tracing/grouped_mm vs tensor-parallel-only behavior on GPT-OSS." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming chat API failure are unrelated." + "reason": "Different models and surfaces: autocast dtype mismatch vs streaming chat/completions failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument mismatch is a different loading-path bug from the pydantic PretrainedConfig regression." + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig pydantic field breakage are different init/config regressions." }, { "left": "issue:43366", @@ -754,91 +750,91 @@ "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote_code breakage across recent transformers versions and a specific torch/transformers incompatibility are not the same bug." + "reason": "Remote_code breakage and torch 2.4.1/transformers 5.8.0 incompatibility are too broad and not the same failure." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and the PretrainedConfig pydantic regression are unrelated." + "reason": "Sliding_window handling in Qwen3-MoE and PretrainedConfig pydantic breakage are different issues." }, { - "left": "issue:43541", - "right": "issue:44589", + "left": "issue:41093", + "right": "issue:43596", "accept": false, - "reason": "Grouped_mm tracing failure and Float8 storage lookup failure are different runtime errors." + "reason": "Both are index errors, but one is a mask/tensor mismatch and the other is Zero-3/BertModel loading." }, { - "left": "issue:41093", - "right": "issue:43596", + "left": "issue:43541", + "right": "issue:44589", "accept": false, - "reason": "Both mention IndexError, but the shape mismatch and ZeRO-3 empty-tensor initialization are different failure modes." + "reason": "Grouped_mm tracing failure and Float8 storage lookup failure are unrelated." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both report Siglip2 producing bad/nonsensical text-embedding outputs; they look like the same underlying model behavior bug." + "accept": false, + "reason": "Both concern siglip2 results, but one reports weak embeddings while the other reports nonsensical AutoModel/pipeline output; not enough to \u092a\u0941\u0937\u094d\u091f\u093f same concrete bug." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Undefined tf backend error and torch/transformers incompatibility are unrelated." + "reason": "TensorBoard-without-TensorFlow backend error and a torch/transformers incompatibility are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and GLM5 are different model-specific issues." + "reason": "GPT-OSS perplexity regression and a generic GLM5 issue are not the same bug." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3.5 SFT embedding unpacking failure are unrelated." + "reason": "Gemma3 image-text dtype mismatch and Qwen3.5 embedding unpacking failure are different model-specific regressions." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape runtime error and TRL embedding unpacking failure are different code paths." + "reason": "FSDP weight dimensionality error and Qwen3.5 embedding unpacking failure are unrelated." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both point to remote_code/custom-module loading picking the wrong cached module; they are plausibly the same cache-key collision bug." + "reason": "Both describe the same custom-module loading/caching collision class: local model paths or save_pretrained/from_pretrained cause the wrong remote code module to be resolved." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Mistral3 tied lm_head weights and translation-model tied-weights regressions are in the same broad area but not the same concrete bug." + "reason": "Tied lm_head in Mistral3 and translation-model tied-weights issues are different model families and failure modes." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model initialization in notebooks and flash-attn fallback blocking are unrelated." + "reason": "Jupyter custom-model initialization breakage and flash-attn fallback gating are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttention linear_attention crash and tied weights in translation models are unrelated." + "reason": "PagedAttentionCache linear_attention failure and translation-model tied-weight issues are unrelated." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer ReLU discussion and removed docs run command are unrelated." + "reason": "DSA indexer discussion and removed run-command docs are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The cluster is clearly heterogeneous, and the two accepted soft pairs are phrased conservatively enough to be plausible duplicates rather than asserted matches. The only slight caution is the high confidence, but it is still defensible given the evidence provided." + "feedback": "The assessment is grounded in the packet and stays conservative overall. The two accepted soft pairs are the strongest same-bug candidates, and the rejected pairs are mostly defensible separations based on different model families, surfaces, or failure modes. The canonical choice of issue 45698 is also supported by the clearer duplicate linkage to 45632 and its higher discussion activity." }, "evaluator_used": true, "retried": false, @@ -851,13 +847,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 3, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:36331", "issue:38175", @@ -924,8 +920,8 @@ "issue:41628|issue:45800", "issue:43054|issue:45701", "issue:43872|issue:44589", - "issue:38175|issue:43054", "issue:41553|issue:43883", + "issue:38175|issue:43054", "issue:44910|issue:45859", "issue:41553|issue:43881", "issue:42947|issue:44387", @@ -934,27 +930,27 @@ "issue:43643|issue:45020", "issue:43975|issue:45520", "issue:43975|issue:45237", - "issue:42947|issue:43856", "issue:44403|issue:44488", + "issue:42947|issue:43856", "issue:43782|issue:44960", - "issue:42491|issue:44368", "issue:43881|issue:43883", - "issue:41762|issue:42915" + "issue:41762|issue:42915", + "issue:42491|issue:44368" ], - "prepared_review_unit_hash": "203f12cbadc52545c81a3f563fa1af137c5e0812e20038874bf321f118de5a3b", + "prepared_review_unit_hash": "607ac9e33741735aac3865a23516a528e233b29a2d8f1e4432816968fd875bdd", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36368, + "serialized_chars": 36367, "estimated_input_tokens": 9092, "estimated_eval_tokens": 18440 }, @@ -963,210 +959,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with only one clear duplicate-style pair around non-persistent buffer corruption. I\u2019d anchor on the 5.x buffer regression issue as the best representative.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43950 is the clearest, most directly stated report of the non-persistent-buffer regression, and it has the strongest same-bug overlap with issue:44534.", + "summary": "This cluster is mostly a loose collection of Transformers issues around model loading/regressions, but only one soft pair is a true duplicate: the non-persistent buffer corruption regression. The rest share broad themes or model families without the same concrete bug.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43950 is the clearest representative of the duplicate-worthy regression: non-persistent buffers being corrupted on load in Transformers 5.x, which is also stated almost verbatim in issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best overall issue anchor: specific, technically clear, and it captures the concrete regression that appears duplicated elsewhere in the cluster.", + "best_issue_reason": "issue:43950 best captures the only clearly duplicated underlying bug in this cluster and is the most specific, central description of the regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different problems: Qwen3 MoE fine-tuning failure vs flash-attn2 fallback blocked by unrelated checks." + "reason": "Both involve model loading/fallback edge cases, but one is a FineGrainedFP8Config failure and the other is flash-attn fallback gating; different bugs." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weights translation-model warnings." + "reason": "Quantization/offloading behavior and tied-weights warnings are unrelated code paths." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is a different code path than tied-weight handling." + "reason": "NemotronH checkpoint loading failure is not the same bug as tied-weights handling on translation models." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is not the same as stale docs mentioning a removed command." + "reason": "A cache-strategy typo and a docs reference to a removed command are different documentation issues." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model and failure mode: SFT embedding unpacking vs an invalid method call in GraniteMoEHybrid." + "reason": "TRL embedding unpacking failure and GraniteMoEHybrid invalid method call are unrelated." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and Qwen-3 NVFP4 loading are distinct issues." + "reason": "Detokenization regression and Qwen-3 NVFP4 runtime failure are different problems." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both describe the same 5.x regression where non-persistent buffers get corrupted/junk values on load." - }, - { - "left": "issue:44292", - "right": "issue:45507", - "accept": false, - "reason": "No shared underlying bug; one is a model/runtime load failure, the other a method-call issue." + "reason": "Same underlying regression: Transformers 5.x corrupts non-persistent buffers during load; titles describe the same bug." }, { "left": "issue:43644", "right": "issue:43950", "accept": false, - "reason": "Missing fields from trust_remote_code config is unrelated to non-persistent buffer corruption." + "reason": "trust_remote_code missing fields and non-persistent buffer corruption are different regressions." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs/example error and the other is a model-quality complaint; not the same concrete bug." + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is degraded text embeddings; not the same bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and symptoms: dtype mismatch under autocast vs Qwen3.5 position_ids/SDPA behavior." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 gradient explosion from 3D position_ids." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer signature mismatch and Gemma3 ZeRO-3 load failure are unrelated." + "reason": "CustomTrainer compute_loss signature mismatch and Gemma3 ZeRO-3 loading IndexError are unrelated." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted checkpoint vs noisy loading warnings are not the same bug." + "reason": "Corrupted checkpoint and noisy load-time logging are not the same issue." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Import error for AutoImageProcessor is unrelated to torch/transformers version incompatibility." + "reason": "AutoImageProcessor import failure is not the same as torch/Transformers version incompatibility." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and tokenization changes are too broad and not the same concrete issue." + "reason": "SigLIP2 embedding quality and tokenization changes are different behaviors." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different incompatibilities: bitsandbytes Int8Params kwarg mismatch vs missing Float8 storage object." + "reason": "bitsandbytes _is_hf_initialized incompatibility and Float8 storage lookup failure are different quantization/runtime errors." }, { - "left": "issue:38175", - "right": "issue:43054", + "left": "issue:41553", + "right": "issue:43883", "accept": false, - "reason": "Both concern SigLIP2 behavior, but the titles point to different symptoms without a clear shared code-path bug." + "reason": "Bad AutoTokenizer error for Voxtral and Molmo missing all_tied_weights_keys are unrelated." }, { - "left": "issue:41553", - "right": "issue:43883", + "left": "issue:38175", + "right": "issue:43054", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral and Molmo tied-weights attribute error are unrelated." + "reason": "Both are SigLIP2-related, but zero probabilities and worse text embeddings are not clearly the same bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention packed-sequence misinterpretation and CPU-offload rotary-embedding incompatibility are different failures." + "reason": "Flash Attention illegal memory access from 3D position_ids and CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different failures." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral loading UX problem and glm-4v loading failure do not share the same underlying bug." + "reason": "Voxtral tokenizer loading message and glm-4v-9b loading failure are unrelated." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing ineffectiveness is not the same issue as int4 quantization memory growth/OOM." + "reason": "Gradient checkpointing ineffectiveness with LoRA and int4 reserved-memory OOM are different training/memory issues." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Potentially related SigLIP2 implementation concerns, but not clearly the same concrete bug from the titles alone." + "reason": "Both concern SigLIP2, but one reports worse embeddings and the other an HF vs JAX discrepancy; not enough evidence they are the same concrete bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "General loading noise vs inability to load a specific model are different issues." + "reason": "Generic loading noise and inability to load a specific model are different issues." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "A missing-field config return bug is not the same as broader remote_code breakages." + "reason": "AutoConfig missing fields with trust_remote_code and broad remote_code breakage are related only at a high level, not the same bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization bug and Python 3.13 flash_attn import error are unrelated." + "reason": "Detokenization regression and Python 3.13 flash_attn import KeyError are unrelated." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Detokenization and AMD GPU execution failure are distinct problems." - }, - { - "left": "issue:42947", - "right": "issue:43856", - "accept": false, - "reason": "Different memory-related training issues; not the same code-path bug." + "reason": "DeepSeek tokenization/detokenization and GPT-OSS AMD GPU support are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Unnecessary loading noise and failure to load a specific model are not the same underlying issue." + "reason": "Load-time noise and a specific model load failure are not the same bug." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Qwen3VL weight_only load error and GLM5 are unrelated model-loading issues." + "reason": "LoRA checkpointing behavior and Qwen3 MoE memory inefficiency are different training issues." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "LoRA compatibility on hf5.x and tied-word-embeddings warnings are different concerns." + "reason": "Qwen3VL weight_only load error and GLM5 are unrelated model-loading failures." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Two separate model-loading failures with no clear shared bug." + "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are unrelated." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 load crash and Qwen3 MoE fine-tuning failure are unrelated." + "reason": "Gemma3 ZeRO-3 index error and Qwen3Moe FineGrainedFP8Config failure are different model-loading problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:43950 \u2194 issue:44534, is well-supported by the titles and the regression description. The rest of the pair verdicts appropriately avoid overclaiming shared bugs when the evidence is only superficial similarity." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:43950 vs issue:44534, is well supported by the nearly identical titles and shared non-persistent-buffer corruption regression. The other pairwise rejections read cautious rather than overstated, and no PR mergeability concerns apply here." }, "evaluator_used": true, "retried": false, @@ -1179,13 +1163,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 4, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:24643", "issue:30064", @@ -1193,10 +1177,10 @@ "issue:41093", "issue:41553", "issue:42915", + "issue:42947", "issue:43257", "issue:43366", "issue:43404", - "issue:43531", "issue:43638", "issue:43742", "issue:43792", @@ -1208,7 +1192,6 @@ "issue:43872", "issue:43940", "issue:43950", - "issue:44155", "issue:44220", "issue:44291", "issue:44479", @@ -1228,13 +1211,13 @@ "issue:45356", "issue:45399", "issue:45538", - "issue:45584", "issue:45588", "issue:45663", "issue:45685", "issue:45759", "issue:45823", - "issue:45902" + "issue:45902", + "issue:45923" ], "soft_pairs": [ "issue:45685|issue:45823", @@ -1253,273 +1236,266 @@ "issue:42915|issue:45020", "issue:43638|issue:45823", "issue:43792|issue:44220", - "issue:43940|issue:45313", "issue:43872|issue:44291", + "issue:43940|issue:45313", "issue:42915|issue:43872", "issue:43854|issue:44863", "issue:41553|issue:44991", + "issue:42947|issue:45923", "issue:43257|issue:45305", "issue:45759|issue:45902", - "issue:44928|issue:45588", "issue:36331|issue:41093", + "issue:44928|issue:45588", "issue:41093|issue:44805", "issue:43872|issue:45538", - "issue:44530|issue:44863", "issue:41553|issue:44488", + "issue:44530|issue:44863", "issue:44479|issue:44560", "issue:24643|issue:30064", "issue:43366|issue:43828", - "issue:45663|issue:45823", - "issue:44155|issue:45584", - "issue:43366|issue:43531" + "issue:45663|issue:45823" ], - "prepared_review_unit_hash": "6d3efd902d4c17f0f10765e2801cf8b23d04549d0b76ab2f66c758f9a670b971", + "prepared_review_unit_hash": "cf6877b70d5d921d85f3ef02d73f8d14adb71573ccfb5c6f68d341c6cd4f2f30", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38556, - "estimated_input_tokens": 9639, - "estimated_eval_tokens": 19534 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37714, + "estimated_input_tokens": 9429, + "estimated_eval_tokens": 19114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose semantic cluster around recent Transformers loading/runtime regressions, but the individual issues are usually about different models, error modes, and code paths. Only a few pairs are true duplicates on the same concrete bug.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45020 is the broadest umbrella candidate: it targets recent-version breakage across multiple remote-code models, so it is the most plausible single issue to anchor a heterogeneous loading-regression cluster.", + "summary": "Mostly distinct reports. Clear duplicates only for the docs regression, Whisper fbank extraction, the `_is_hf_initialized`/`init_empty_weights` incompatibility, the Qwen video-input regression, and the repeated mask-shape IndexError. The buffer/materialization pair `43950`/`45902` is too weak to merge and should stay separate.", + "confidence": 0.67, + "canonical_issue_reason": "If an umbrella issue is needed, `issue:45020` is the broadest open triage bucket for recent model-loading regressions, but this cluster is too mixed to treat as one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best overall representative because it is open, broadly scoped, and framed as a cross-model regression rather than a model-specific symptom.", + "best_issue_reason": "`issue:45020` is the best global triage anchor because it is open and broad, though it should not be used to absorb the weaker buffer/materialization report pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failures: MPS histogram/int support in MoE code vs a Gemma4 device-mapping mismatch." + "reason": "Different models and failure modes; only a high-level runtime/device similarity." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import failure for Qwen2.5-VL is unrelated to bitsandbytes' unexpected `_is_hf_initialized` argument error." + "reason": "Qwen2.5-VL import error vs bitsandbytes constructor regression; unrelated roots." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote-code regression report vs a specific Gemma4 device mismatch; not the same bug." + "reason": "Broad remote-code breakage is not the same concrete device-mismatch bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping edge case in `add-new-model-like` is a different code path from remote-code model breakage." + "reason": "Registry helper failure is a different code path from remote-code loading regressions." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression for a specific model is unrelated to the flash-attn fallback gating issue." + "reason": "Tokenizer loading failure and flash-attn fallback gating are different subsystems." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different model and different failure mode: dtype mismatch under autocast vs device placement mismatch." + "reason": "Autocast dtype mismatch is not the same bug as the device-mapping failure." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report the same docs regression: old pipeline task names still referenced after v5 removals." + "reason": "Same docs regression: removed v5 pipeline tasks are still referenced." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex patch crash is unrelated to flash-attn2 fallback blocking." + "reason": "Mistral tokenizer regex crash is unrelated to flash-attn fallback checks." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both involve buffer/materialization concerns, but one is a general `from_pretrained` regression and the other is a specific Qwen3-MoE uninitialized-memory bug." + "reason": "Related materialization/buffer-safety themes, but different concrete failures and no evidence of one shared fix." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code model breakage and Kimi tokenizer codec handling are different problems." + "reason": "Remote-code breakage and tokenizer codec regression are different bugs." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied-weight bug in Mistral3 is not the same as non-persistent buffer corruption." + "reason": "Tied lm_head bug is unrelated to non-persistent buffer corruption." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error and flash-attn fallback gating are unrelated." + "reason": "Model key error and flash-attn fallback gating do not share a concrete code path." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion under DeepSpeed is unrelated to a corrupted Ovis2 checkpoint." + "reason": "Different model families with different loading failures." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "FineGrainedFP8Config failure is a specific quantization/config issue, not the broader remote-code regression." + "reason": "FP8/Qwen3-MoE failure is not the same issue as remote-code model breakage." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "Zero-3 + non-pretrained BERT index error is unrelated to Gemma4 device mismatch." + "reason": "Zero3 index error with BERT is unrelated to Gemma4 device placement." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "Whisper model runtime failure is too generic to merge confidently with the `_torch_extract_fbank_features()` report." - }, - { - "left": "issue:43940", - "right": "issue:45313", - "accept": false, - "reason": "Qwen3-Next missing weights under ZeRO-3 and Qwen3.5 language_model loading are distinct DeepSpeed loading bugs." + "accept": true, + "reason": "Same Whisper fbank extraction failure; the model cannot run because that path is broken." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying bug: loading under `init_empty_weights` hits the unexpected `_is_hf_initialized` keyword in bitsandbytes." + "reason": "Same `_is_hf_initialized` / `init_empty_weights` incompatibility." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both report the same DeepSpeed ZeRO-3 weight-loading failure pattern on Qwen3-family models." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different root causes: FP8Config behavior vs bitsandbytes constructor incompatibility." + "reason": "Qwen3-MoE FP8 failure is unrelated to the bitsandbytes regression." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7-Flash test loading issue and NemotronH checkpoint loading failure are unrelated model-specific problems." + "reason": "Different architectures and different model-loading problems." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related, but they concern different models and different failure mechanisms." + "reason": "Bad Voxtral tokenizer error and est-roberta tokenizer failure are distinct issues." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing not working with LoRA is not the same as a missing capability flag." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed weight conversion bug and gradient averaging bug are separate training issues." + "reason": "DeepSpeed weight conversion bug and GAS gradient averaging bug are different failures." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite config unwrapping and uninitialized rotary embedding memory are different code paths." + "reason": "Composite-config unwrapping and buffer materialization are different code paths." }, { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "RLHF gradient explosion from position IDs is unrelated to a flash-attention `s_aux=None` crash." + "reason": "Unexpected kwarg and mask-shape mismatch are different trainer/runtime errors." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "CustomTrainer signature mismatch and mask/index shape mismatch are unrelated." + "reason": "RLHF NaN explosion and flash-attn integration AttributeError are unrelated." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same shape-mismatch IndexError, with the later issue appearing to be the same underlying bug report." + "reason": "Same indexed-tensor/mask shape mismatch IndexError, just with different dimensions." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes init incompatibility is unrelated to CLIPTokenizer's `model_max_length` constant." + "reason": "bitsandbytes regression is unrelated to CLIPTokenizer max-length handling." }, { - "left": "issue:44530", - "right": "issue:44863", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH loading failure are different subsystems and symptoms." + "reason": "Voxtral tokenizer error and sleng-bert loading failure are separate tokenizer/model-loading problems." }, { - "left": "issue:41553", - "right": "issue:44488", + "left": "issue:44530", + "right": "issue:44863", "accept": false, - "reason": "Bad Voxtral tokenizer error message and failing to load `cjvt/sleng-bert` are separate tokenizer-loading issues." + "reason": "Qwen3.5 cache crash and NemotronH checkpoint loading failure are unrelated." }, { "left": "issue:44479", "right": "issue:44560", + "accept": true, + "reason": "Same Qwen3-VL video-input regression affecting the video path." + }, + { + "left": "issue:24643", + "right": "issue:30064", "accept": false, - "reason": "Video-input regression across Qwen VL variants and a Whisper embedding `StopIteration` are different bugs." + "reason": "DeepSpeed training error and void-segmentation-map preprocessing are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss architecture support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "GGUF support request and Phi MoE autocast dtype mismatch are unrelated." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug is distinct from Gemma4 device-map mismatch." - }, - { - "left": "issue:44155", - "right": "issue:45584", - "accept": false, - "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription failure are different audio inference bugs." - }, - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "Trainer API change vs tensor mask shape mismatch; not the same underlying issue." - }, - { - "left": "issue:44991", - "right": "issue:45399", - "accept": false, - "reason": "Tokenizer loading regression and flash-attn fallback gating do not share the same code path." + "reason": "Gemma4 FSDP2 shared_kv_states bug is different from the device mismatch report." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft-edge pairs are well supported by near-identical titles and failure modes, and the rejected pairs are reasonably distinguished by model, subsystem, or error type. No overclaim stands out." + "accept": false, + "feedback": "Most of the rejections are conservative and grounded in the packet, but at least one accepted soft pair overstates the evidence: issue:43950 vs issue:45902. From the titles alone, these look related to buffer/materialization behavior, but not clearly the same bug or a single mergeable PR without more evidence. The summary also calls them a clear duplicate too strongly. Because the review should stay conservative, I\u2019d reject this clustering as written." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1529,13 +1505,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 5, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:36010", "issue:38175", @@ -1544,9 +1520,9 @@ "issue:42491", "issue:42617", "issue:42915", - "issue:43257", "issue:43317", "issue:43366", + "issue:43531", "issue:43550", "issue:43596", "issue:43632", @@ -1563,6 +1539,7 @@ "issue:43957", "issue:43994", "issue:44075", + "issue:44155", "issue:44451", "issue:44488", "issue:44534", @@ -1580,18 +1557,19 @@ "issue:45276", "issue:45313", "issue:45357", - "issue:45488", + "issue:45584", "issue:45685", - "issue:45812", "issue:45823", "issue:45834" ], "soft_pairs": [ + "issue:44155|issue:45584", + "issue:43366|issue:43531", "issue:43950|issue:45834", "issue:43550|issue:44910", "issue:44560|issue:45685", - "issue:43645|issue:43646", "issue:43824|issue:43957", + "issue:43645|issue:43646", "issue:43366|issue:44589", "issue:42915|issue:43957", "issue:42617|issue:43366", @@ -1611,258 +1589,235 @@ "issue:44960|issue:44977", "issue:42491|issue:43720", "issue:45313|issue:45357", - "issue:45488|issue:45812", "issue:44451|issue:44488", "issue:41720|issue:42915", - "issue:43708|issue:44075", - "issue:43854|issue:43931", "issue:42491|issue:45276", - "issue:43257|issue:43854", - "issue:42915|issue:44756", - "issue:42491|issue:43931", - "issue:39692|issue:43994" + "issue:43854|issue:43931", + "issue:43708|issue:44075" ], - "prepared_review_unit_hash": "59866b35d4a5d134e9c2bfc54978ddf8574eece4a4c5b8c89959c15ccbfba431", + "prepared_review_unit_hash": "9de674e634ca89c3d50bb5e417ed15336fe8a34050497880e56e965928d522a2", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37806, - "estimated_input_tokens": 9452, - "estimated_eval_tokens": 19160 + "soft_pair_count": 31, + "serialized_chars": 36838, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers v5 regression reports rather than one unified duplicate family. The clearest duplicate subcluster is the non-persistent-buffer corruption reports; there is also a likely related BERT-loading pair, but the rest are broader subsystem/theme overlaps rather than the same bug.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43644 is the cleanest canonical for the non-persistent-buffer regression subcluster: its title states the bug directly, and issue:44534 appears to be a near-rephrasing of the same failure mode.", + "summary": "Mostly a grab-bag of Transformers regressions and model-loading bugs rather than one duplicate cluster. A couple of pairs are near-identical, especially the Transformers 5 custom model init regressions and the non-persistent buffer corruption reports.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43646 is the broadest and most representative of the repeated Transformers 5 custom-model initialization regressions; it\u2019s the best umbrella-style issue in this set, though many other items are model-specific or unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best overall issue representative because it is a concrete, well-scoped v5 regression with a solid duplicate counterpart; the cluster as a whole is too heterogeneous for a single broader canonical beyond that subcluster.", + "best_issue_reason": "43646 has the cleanest generic title, a likely core reproduction path, and matches the main recurring theme in the cluster better than the more niche model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: AudioFlamingo3 track leakage vs Whisper empty-transcription generation." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different feature areas: GGUF support for gpt-oss vs Qwen3-MoE sliding_window behavior." + }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different bugs: non-persistent buffer corruption versus Kosmos2.5 OCR index failure." + "reason": "Unrelated bugs: non-persistent buffer corruption vs Kosmos2.5 long OCR index error." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both are Qwen/attention-related, but the failure modes differ: SDPA/torch.compile versus Flash Attention with 3D position_ids." + "reason": "Different code paths and models: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention with 3D position_ids." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Unrelated model and backend issues: video StopIteration versus an MPS histogram implementation error." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": false, - "reason": "Both involve custom models, but one is notebook-specific and the other is a broader custom-model initialization regression." + "reason": "Unrelated failures: Qwen3-VL video StopIteration vs MPS histogram op not implemented for MoE int tensors." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Both are loading-related, but the specific failures differ: missing import versus meta-device loading behavior." + "reason": "Both are loading issues, but one is a missing export and the other is meta-device loading breakage; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Very close duplicate regression: both report Transformers 5 breaking custom model initialization, with 43645 just adding the notebook context." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF/gpt-oss support is unrelated to the Float8 storage lookup error." + "reason": "Different problems: GGUF architecture support vs float8 storage type lookup error." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading failures are different code-path problems." + "reason": "Different subsystems and symptoms: Qwen3-MoE FP8 config failure vs meta-device loading issues." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Running 3d_parallel.py and GGUF gpt-oss support are unrelated issues." + "reason": "3d_parallel.py runtime failure is unrelated to GGUF model architecture support." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both touch Qwen3.5 video/input flows, but the observed failures are different: StopIteration versus TRL embedding unpacking." + "reason": "Both involve Qwen3-VL/Qwen3.5 multimodal issues, but the symptoms and paths differ: video StopIteration vs embedding unpacking in TRL SFT." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading." + "reason": "Different APIs and failure modes: GenerationMixin import error vs Qwen3-MoE FP8 model loading." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping edge case and Gemma4 PLE device mismatch are different bugs." + "reason": "Tokenizer mapping registration bug vs Gemma4 PLE device mismatch during forward are unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": false, - "reason": "Both are SigLIP2-related, but one is a zero-probabilities bug and the other is an AutoModel/pipeline output issue; not the same underlying defect." + "reason": "Same model family, but the reported symptoms are too different to confirm the same underlying bug from titles alone." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 long-ocr index errors." + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 long-input index errors." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different failures: video StopIteration versus a mask/tensor shape mismatch." + "reason": "Different error classes and models: video StopIteration vs tensor mask/index shape mismatch." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Strict config blocking granite_speech loading and tiny-random glm4v config validation are separate config issues." + "reason": "Both mention config loading, but one is strict config gating and the other is a tiny-random GLM4V validation failure; not clearly the same bug." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3 training with non-pretrained BertModel and tokenizer-mapping-name handling are unrelated." + "reason": "Different regression types: DeepSpeed ZeRO-3 Bert initialization vs tokenizer mapping model registration." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Zero3 index error in BertModel is not the same bug as add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + "reason": "Both touch BERT/custom model loading, but the zero3 empty-tensor IndexError and tokenizer-mapping failure are different code paths." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping behavior and a mask shape mismatch are different problems." + "reason": "Tokenizer mapping registration failure is unrelated to the generic mask shape IndexError." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "device_map=auto offload/dequantized-model loading and disabling mmap on Strix Halo are not the same underlying issue." + "reason": "Both are device/memory related, but one is dequantized model offload loading and the other is mmap OOM on Strix Halo." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same regression: Transformers v5 corrupts non-persistent buffers during loading; 44534 is a reworded duplicate report." + "reason": "These are the same regression: Transformers 5 filling non-persistent buffers with junk, just worded slightly differently." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both mention SigLIP2, but one is a runtime output bug and the other is documentation/example errors plus quantization failure." + "reason": "Same SigLIP2 area, but one is bad outputs and the other is documentation example errors and quantization mismatch." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different failure modes: GLM5 versus Qwen3.5 flash-attention generation." + "reason": "No shared bug: a generic GLM5 issue vs Qwen3.5 flash-attention generation failure." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight unpacking are unrelated loading issues." + "reason": "Different model-loading regressions: Qwen3_MoE LoRA compatibility across hf versions vs BitNet packed-weight unpacking under accelerate." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "DeepSpeed ZeRO-3 load failure for language_model and incorrect visual encoder keys during save_pretrained are different regression paths." - }, - { - "left": "issue:45488", - "right": "issue:45812", - "accept": false, - "reason": "Tokenizer pre-tokenizer override in LlamaTokenizer is not the same as Granite token-ID misgeneration." + "reason": "Different Qwen3.5 regressions: ZeRO-3 loading of language_model vs incorrect save_pretrained visual-encoder keys." }, { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Both report current/latest Transformers failing to load specific BERT checkpoints, which is plausibly the same underlying loading regression." + "accept": false, + "reason": "Both are BERT model load failures, but the titles point to different models and no clear shared root cause." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FP8 failures are separate issues." - }, - { - "left": "issue:43708", - "right": "issue:44075", - "accept": false, - "reason": "Trainer checkpoint-resume step calculation and SGD args not being used are unrelated trainer/optimizer bugs." - }, - { - "left": "issue:43854", - "right": "issue:43931", - "accept": false, - "reason": "Unit-test loading failure for GLM-4.7-Flash and Qwen3-VL weight-shape mismatch are different model-loading problems." + "reason": "Different hardware/runtime failures: auto device mapping cudaErrorAssert vs Qwen3-MoE FineGrainedFP8Config." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and Gemma4 resize_token_embeddings affecting embeddings are unrelated." + "reason": "LoRA hf4.x/hf5.x compatibility is unrelated to gemma4 resize_token_embeddings behavior." }, { - "left": "issue:43257", - "right": "issue:43854", - "accept": false, - "reason": "MoE weights not converted with accelerate+deepspeed and GLM-4.7-Flash unit-test loading are different bugs." - }, - { - "left": "issue:42915", - "right": "issue:44756", - "accept": false, - "reason": "Qwen3Moe FP8 failure and mmap OOM on Strix Halo are unrelated." - }, - { - "left": "issue:42491", + "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE LoRA incompatibility and Qwen3-VL weight-shape mismatch are different model-specific load failures." + "reason": "Both are load errors, but for different models and failure modes: unit-test load regression vs weight-shape mismatch." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Both are SigLIP2-related, but one is an example/documentation issue and the other is a runtime model-output issue." + "reason": "Trainer resume/max_steps logic is unrelated to optimizer SGD args being ignored." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly conservative, but it overstates the evidence in two places: (1) calling issue:43644 the cluster\u2019s \"strongest duplicate match\" is not grounded by the packet, since issue:44451/issue:44488 has higher similarity metrics; and (2) the BERT pair is better described as a likely related loading class rather than a confirmed duplicate bug. The non-persistent-buffer pair looks solid, but the representative/canonical choice should be phrased more cautiously." + "accept": true, + "feedback": "Overall grounded and conservative. The cluster reads like a mixed bag of Transformers regressions, with only the 43645/43646 and 43644/44534 pairs looking like close duplicates from the titles alone. One small caution: phrases like \u201clikely core reproduction path\u201d lean a bit beyond the packet, so keep the justification anchored to the title-level evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1872,33 +1827,34 @@ "component_index": 1, "component_count": 17, "review_unit_index": 6, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:36010", "issue:39404", "issue:39692", "issue:41720", "issue:42491", + "issue:42915", "issue:42947", + "issue:43257", "issue:43335", - "issue:43381", "issue:43404", "issue:43425", "issue:43454", "issue:43644", "issue:43645", - "issue:43646", - "issue:43708", "issue:43854", "issue:43856", "issue:43873", + "issue:43931", "issue:43957", + "issue:43994", "issue:44155", "issue:44164", "issue:44291", @@ -1910,7 +1866,6 @@ "issue:44756", "issue:44910", "issue:44912", - "issue:44928", "issue:44960", "issue:44991", "issue:45216", @@ -1919,17 +1874,21 @@ "issue:45335", "issue:45362", "issue:45406", + "issue:45488", "issue:45588", "issue:45663", - "issue:45684", - "issue:45698", "issue:45704", "issue:45759", + "issue:45812", "issue:45823", - "issue:45859", - "issue:45902" + "issue:45859" ], "soft_pairs": [ + "issue:43257|issue:43854", + "issue:45488|issue:45812", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:39692|issue:43994", "issue:43856|issue:43873", "issue:44488|issue:44991", "issue:43644|issue:43645", @@ -1937,16 +1896,16 @@ "issue:43856|issue:44387", "issue:44910|issue:45588", "issue:42491|issue:45292", - "issue:36010|issue:39404", "issue:45276|issue:45335", + "issue:36010|issue:39404", "issue:43404|issue:43454", "issue:44164|issue:44291", "issue:41720|issue:44155", "issue:44402|issue:44488", "issue:39692|issue:44960", - "issue:42947|issue:45704", "issue:43425|issue:43957", "issue:43873|issue:44387", + "issue:42947|issue:45704", "issue:43335|issue:45663", "issue:45663|issue:45759", "issue:45663|issue:45859", @@ -1955,254 +1914,242 @@ "issue:44387|issue:44756", "issue:43854|issue:45216", "issue:44292|issue:44912", - "issue:42947|issue:43381", "issue:44743|issue:44960", "issue:43957|issue:44756", - "issue:45276|issue:45292", - "issue:45684|issue:45698", - "issue:43381|issue:44928", - "issue:45663|issue:45902", - "issue:44164|issue:44756", - "issue:43646|issue:43708" + "issue:45276|issue:45292" ], - "prepared_review_unit_hash": "49b71b5c3e81dcc0f4aead9a7ca0d291e920e2ec72f2c3c09824b7091bad5779", + "prepared_review_unit_hash": "4af094b2b2f289610ddfff7af07dca56f0c3daec33c837d94513999f6443c0ac", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38091, - "estimated_input_tokens": 9523, - "estimated_eval_tokens": 19302 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37135, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of Transformers regressions around custom model loading/init, quantization, attention, and model-specific bugs. I only see one near-duplicate pair: a shared `resize_token_embeddings`/`output_embeddings` regression. The rest are too model- or symptom-specific to merge safely.", - "confidence": 0.53, - "canonical_issue_reason": "Issue 43646 is the broadest umbrella report in the set: a generic Transformers 5.0 custom-model initialization breakage. It best represents the cluster\u2019s main recurring theme compared with the narrower model-specific save/load or embedding reports.", + "summary": "This cluster is mostly a collection of unrelated Transformers bugs. The only clear duplicate family is the `resize_token_embeddings` regression across related model classes; most other pairs share only a broad subsystem, not the same concrete bug.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45276 is the best anchor for the only clear duplicate family here: it describes the concrete `resize_token_embeddings` propagation bug in a specific composite model, and it subsumes the more generic/variant reports.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the most representative and actionable issue because it is the most general regression description and can subsume several narrower custom-model initialization failures.", + "best_issue_reason": "issue:45276 is the most actionable and representative report in the cluster: it states the bug clearly, names the affected model path, and matches the closest duplicate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failure modes: Qwen3 MoE load/conversion vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different concrete failures and likely different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: Qwen3 MoE weight conversion vs an mmap/OOM issue on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different bugs: LoRA checkpoint incompatibility across versions vs a Qwen3-VL shape mismatch on load." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same general model family (SigLIP2), but one is a docs example problem and the other is a model/pipeline inference regression." + }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/quantization concerns, but one is Qwen3 MoE training memory usage and the other is quantized offloading behavior; different bugs and fixes." + "reason": "Memory-related, but not the same bug: Qwen3 MoE training efficiency vs quantized offloading behavior." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model-load failures, but they affect different models with different failure modes; no clear shared code-path bug." + "reason": "Both are tokenizer-loading failures, but there is no evidence they share the same root cause or affected code path." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Related to Transformers 5.0 breakages, but one is junk non-persistent buffers and the other is Jupyter/custom model initialization; not the same underlying issue." + "reason": "Both mention Transformers 5.0, but one is about non-persistent buffers and the other about notebook custom-model initialization." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different model families and crash sites: Qwen3.5 chat vs Gemma4Processor in serve; too different to be duplicates." + "reason": "Different components: chat crashes for Qwen3.5-35B vs a Gemma4Processor attribute error in serve." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is training memory efficiency and the other is int4 reserved-memory OOM; separate regressions." + "reason": "Both are memory/quantization themed, but one is training memory usage and the other is int4 reserved-memory OOM." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is a packed-sequence/position_ids crash and the other is an `s_aux=None` AttributeError; different code paths." + "reason": "Both involve Flash Attention, but the reported crashes are different: packed-sequence misinterpretation vs `s_aux=None` attribute error." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA checkpoint compatibility vs resize_token_embeddings propagation; unrelated bugs." - }, - { - "left": "issue:36010", - "right": "issue:39404", - "accept": false, - "reason": "ImportError for `GenerationMixin` and Whisper pipeline `return_language` regression are unrelated." + "reason": "Unrelated: LoRA checkpoint compatibility vs a generic `resize_token_embeddings` output-embedding regression." }, { "left": "issue:45276", "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` is not propagating updates into model-specific embedding/output modules in related architectures." + }, + { + "left": "issue:36010", + "right": "issue:39404", "accept": false, - "reason": "Both concern resize_token_embeddings, but they describe different model-specific embedding surfaces; not enough evidence they are the same bug." + "reason": "Different errors: an import failure for `GenerationMixin` vs Whisper pipeline `return_language` behavior." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Similar symptom of untied `lm_head`, but they affect different model classes and are likely separate model-specific omissions." + "reason": "Both are weight-tying problems, but they affect different model classes and are not clearly the same concrete bug." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different lifecycle bugs: extra_state save/load handling versus an unexpected `_is_hf_initialized` constructor argument." + "reason": "Different lifecycle issues: saving/loading `extra_state` vs `init_empty_weights` passing an unexpected argument." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different problems: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batched inference token leak." + "reason": "Different code paths and symptoms: device-mapped Qwen3 CUDA assert vs batched AudioFlamingo3 leakage across tracks." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "The latter is a model load failure that may involve vocab/tokenizer issues, but the former is a specific pad/unk vocab_size mismatch; not the same bug." + "reason": "Different tokenizer/model-loading problems; no evidence they share the same fix." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated: SigLIP2 doc-example errors vs GLM5 model issue." - }, - { - "left": "issue:42947", - "right": "issue:45704", - "accept": false, - "reason": "Gradient checkpointing/PEFT LoRA vs T5 apex RMSNorm memory leak are unrelated." + "reason": "Different models and failures; GLM5 is unrelated to the SigLIP2 example issues." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device model loading are different regressions." + "reason": "Torch version incompatibility is not the same as a `meta`-device loading bug." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve memory pressure, but one is quantization offloading and the other is int4 reserved-memory growth; different fixes." + "reason": "Related broadly to quantization/offloading, but not the same concrete regression." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different bugs: PEFT gradient checkpointing behavior vs an apex RMSNorm memory leak." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 shared_kv_states are unrelated model bugs." + "reason": "Different models and causes: SwitchTransformers sparse-layer construction vs Gemma-4 FSDP2 shared state rebuild." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states vs Qwen multimodal config unwrapping; different code paths." + "reason": "Different issues in composite-model handling; no shared failure mode." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 bug and Qwen3_5Moe CPU offload incompatibility are unrelated." + "reason": "Different code paths: FSDP2/shared state vs CPU-offload incompatibility in Qwen3_5Moe rotary embedding." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` constructor arg issue vs Strix Halo mmap OOM; not the same bug." + "reason": "Different problems: `init_empty_weights` initialization error vs mmap-related OOM." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 track leakage and Gemma4 device mismatch are separate failures." + "reason": "Different model-specific bugs; one is token/embedding leakage, the other is a Gemma4 device mismatch." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both are memory-related, but one is int4 reserved memory and the other is mmap on Strix Halo; different root causes." + "reason": "Different memory/OOM scenarios with no clear common underlying bug." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash load failure in tests and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Different regressions: GLM-4.7-Flash loading vs Qwen3.5 save_pretrained checkpoint correctness." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/load problems on different models (NVFP4 vs MXFP4); not the same concrete bug." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode prohibition; separate issues." + "reason": "Both are quantization loading issues, but they involve different models and formats (NVFP4 vs MXFP4) and likely different fixes." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Qwen recurrent-state reset bug and GLM5 issue are unrelated." + "reason": "Unrelated: recurrent state reset bug vs a general GLM5 loading issue." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading and Strix Halo mmap OOM are different initialization/memory issues." + "reason": "Different load-path issues: `torch.device('meta')` compatibility vs mmap/OOM on Strix Halo." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying `resize_token_embeddings` regression: resized embeddings are not propagated to output embeddings; 45276 is just a Gemma4-specific manifestation with an extra symptom." - }, - { - "left": "issue:45684", - "right": "issue:45698", - "accept": false, - "reason": "Both involve save/from_pretrained for custom models, but one is file permissions and the other is wrong module resolution; different bugs." - }, - { - "left": "issue:43381", - "right": "issue:44928", - "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3.5 3D position_ids / SDPA fallback NaNs are unrelated." - }, - { - "left": "issue:45663", - "right": "issue:45902", - "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states and Qwen3_5Moe rotary embedding uninitialized memory are different model internals." - }, - { - "left": "issue:44164", - "right": "issue:44756", - "accept": false, - "reason": "Save/load extra_state handling and Strix Halo mmap OOM are unrelated." - }, - { - "left": "issue:43646", - "right": "issue:43708", - "accept": false, - "reason": "Generic custom model initialization breakage and Trainer resume max_steps calculation are separate issues." + "reason": "Same underlying bug class: `resize_token_embeddings` not updating the expected output embedding path, with one report being the generic form of the other." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted near-duplicate pair, `45276`/`45292`, is reasonably supported by the titles as the same `resize_token_embeddings`/`output_embeddings` regression with a Gemma4-specific manifestation. The other pair verdicts appropriately avoid overstating similarity across model-specific or symptom-specific issues." + "feedback": "The summary is grounded in the packet and stays conservative. The only duplicate family that is well supported by the titles and soft-pair evidence is the `resize_token_embeddings` cluster around issues 45276/45335/45292, and the other pairwise rejections avoid overclaiming shared root cause. No mergeability concerns apply here since this is not a PR pair." }, "evaluator_used": true, "retried": false, @@ -2215,28 +2162,26 @@ "component_index": 1, "component_count": 17, "review_unit_index": 7, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ - "issue:36032", "issue:39404", - "issue:40990", "issue:42947", "issue:43257", "issue:43299", + "issue:43381", "issue:43425", - "issue:43452", - "issue:43596", "issue:43611", "issue:43645", + "issue:43646", + "issue:43708", "issue:43716", "issue:43828", - "issue:43856", "issue:43901", "issue:43906", "issue:43931", @@ -2260,25 +2205,33 @@ "issue:44898", "issue:44912", "issue:44918", - "issue:44991", + "issue:44928", "issue:45005", "issue:45084", "issue:45292", "issue:45335", "issue:45588", "issue:45663", + "issue:45684", + "issue:45698", "issue:45701", "issue:45759", "issue:45823", "issue:45902" ], "soft_pairs": [ + "issue:45684|issue:45698", + "issue:42947|issue:43381", + "issue:43381|issue:44928", + "issue:45663|issue:45902", + "issue:44164|issue:44756", "issue:44479|issue:44877", + "issue:43646|issue:43708", "issue:45588|issue:45663", "issue:45292|issue:45335", "issue:43257|issue:44863", - "issue:43645|issue:44164", "issue:44402|issue:44451", + "issue:43645|issue:44164", "issue:43828|issue:43957", "issue:43425|issue:43828", "issue:39404|issue:45701", @@ -2294,254 +2247,255 @@ "issue:39404|issue:44912", "issue:44265|issue:44898", "issue:43299|issue:43931", - "issue:43994|issue:44079", "issue:44479|issue:44805", + "issue:43994|issue:44079", "issue:39404|issue:44671", "issue:45005|issue:45902", - "issue:40990|issue:42947", "issue:44589|issue:45084", - "issue:44671|issue:44991", "issue:43425|issue:44918", - "issue:44164|issue:45759", - "issue:36032|issue:43452", - "issue:43856|issue:44756", - "issue:43596|issue:44683" + "issue:44164|issue:45759" ], - "prepared_review_unit_hash": "884edecc5efa642e2df19c63c60e8b47af34aa55df8e309b431ca5e314b5dc82", + "prepared_review_unit_hash": "a886f5bdfd74e9223700f8eb7558789702e872bda25aa75775732a79025a991e", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37611, - "estimated_input_tokens": 9403, - "estimated_eval_tokens": 19062 + "soft_pair_count": 34, + "serialized_chars": 37931, + "estimated_input_tokens": 9483, + "estimated_eval_tokens": 19222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous and mostly not duplicate-related: it spans unrelated loading, dtype, quantization, docs, and model-specific regressions. The only clear near-duplicate pair is the resize_token_embeddings bug affecting output/decoder embeddings.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 45292 is the broadest, most general statement of the shared bug in the one true duplicate-like pair: resize_token_embeddings not propagating to output embeddings.", + "summary": "The cluster is still mostly heterogeneous. 45292 remains the only clear duplicate anchor, with 45335 as a near-exact match; the Qwen3/Qwen3-VL pair should not be merged as a duplicate on the available evidence.", + "confidence": 0.78, + "canonical_issue_reason": "45292 is the best anchor because it has the clearest true duplicate in 45335 and states the broad underlying resize_token_embeddings propagation bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best representative of the cluster\u2019s only concrete duplicate theme and is phrased more generally than the t5gemma-specific report.", + "best_issue_reason": "45292 is the strongest issue to keep as the dedupe target because it is concrete, broadly phrased, and maps cleanly to 45335.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both touch custom-model save/load, but one is permissions propagation on save_pretrained and the other is wrong module resolution on load; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Same broad gradient checkpointing area, but LoRA/PEFT ineffectiveness and eval-mode prohibition are different failures with different fixes." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing is unrelated to Qwen3.5 RLHF NaNs from 3D position_ids and SDPA fallback." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Both are model-specific state/init problems, but Gemma4 FSDP2 KeyError and Qwen3.5 MoE inv_freq materialization are different code paths." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra_state save/load handling is unrelated to the Strix Halo mmap OOM issue." + }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different regressions in different model families: Qwen video-input behavior vs granite_speech config loading." + "reason": "Different regressions: Qwen VL video-input behavior versus strict config loading." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to resume_from_checkpoint/max_steps calculation." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different code paths and failures: flash_attention s_aux=None crash vs Gemma4 FSDP2 shared_kv_states KeyError." + "reason": "Flash-attention sinkless-model crash and Gemma4 shared_kv_states KeyError are different bugs." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: resize_token_embeddings is not updating downstream embeddings; 45335 is the t5gemma-specific manifestation." + "reason": "Same underlying resize_token_embeddings bug; 45335 is a specific t5gemma manifestation of the broader output-embedding propagation failure." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Both are checkpoint/loading complaints, but they involve different model implementations and failure modes." + "reason": "Both are checkpoint-loading complaints, but Qwen3 MOE conversion under accelerate+deepspeed is not the same as NemotronH checkpoint incompatibility." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Custom-model notebook initialization is unrelated to save/from_pretrained extra_state handling." + "reason": "Tokenizer vocab-size mismatch and a broader load failure for a different model are not the same bug." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "A tokenizer vocab mismatch is not the same as a model-specific load failure for ScandiBERT." + "reason": "Notebook/custom-model init breakage is different from extra_state serialization/deserialization." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different bugs: autocast dtype mismatch vs meta-device loading breakage." + "reason": "Different dtype bugs: autocast mismatch in Phi-tiny-MoE versus meta-device loading breakage in other models." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Generic torch version incompatibility is unrelated to the Phi MoE autocast dtype issue." + "reason": "Generic Torch 2.10 incompatibility does not match the model-specific autocast dtype mismatch." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization change report." + "reason": "Whisper pipeline return_language regression is unrelated to tokenizer behavior changes across versions." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap OOM issue." + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention failure on torch>=2.9 is unrelated to Gemma4 device placement mismatch." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map forward mismatch are different issues." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is a different loading problem than NemotronH checkpoint incompatibility." + "reason": "Different model families and failure modes: Qwen3-VL weight-shape mismatch versus NemotronH checkpoint loading." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same bug as the Qwen3.5 PagedAttentionCache crash." + "reason": "The isolated reproduction reference is too opaque to equate with the specific PagedAttentionCache linear_attention crash." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are loading-related, but base_model_prefix breakage and Jupyter custom-model initialization are different defects." + "reason": "Both are v5 custom-model regressions, but one is base_model_prefix loading and the other is notebook-based initialization." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as the Gemma4 PLE device-map forward mismatch." + "reason": "Torch compatibility and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 linear_attention cache crash is unrelated to the non-template-node compilation TypeError." + "reason": "PagedAttentionCache linear_attention crash is unrelated to non-template-node compilation errors." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Version incompatibility and image-preprocessor dtype mismatch are different issues." + "reason": "Generic Torch 2.10 incompatibility does not match the Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they cover different removed/deprecated pipeline docs and are not the same change." + "reason": "Both are docs-related, but they concern different pipeline-task deprecations." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline behavior is unrelated to MXFP4 quantization fallback on gpt-oss-20b." + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure on torch_compilable_check is unrelated to Perceiver non-default-resolution classification failure." + "reason": "torch.export with torch_compilable_check is a different export-path bug from Perceiver interpolation/resolution failure." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3-VL loading problems with different symptoms: model-specific v5 breakage vs weight-shape mismatch." + "reason": "Shared Qwen3/Qwen3-VL loading context is not enough; one is MOE weight conversion with accelerate+deepspeed, the other is a Qwen3-VL weight-shape mismatch, so the evidence is too weak to call them the same bug." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Incorrect predictions for SigLIP2 are unrelated to ModelOutput key assignment logic." + "reason": "Qwen video-input regression and a tensor mask shape IndexError are not the same bug." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Video-input regression for Qwen models is unrelated to the mask/tensor shape IndexError." + "reason": "Nonsensical SigLIP2 outputs and ModelOutput key assignment are unrelated." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline regression and CamemBERT masked-LM prediction issues are distinct." + "reason": "Whisper pipeline regression and CamemBERT masked LM predictions are unrelated." }, { "left": "issue:45005", "right": "issue:45902", "accept": false, - "reason": "Tied-weights translation-model loading and Qwen3.5 rotary embedding materialization are different bugs." - }, - { - "left": "issue:40990", - "right": "issue:42947", - "accept": false, - "reason": "Perplexity regression on gpt-oss-20b is unrelated to gradient checkpointing with PEFT LoRA." + "reason": "Tied weights on translation models and Qwen3.5 MoE rotary embedding materialization are different issues." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the compile-time template-node error." - }, - { - "left": "issue:44671", - "right": "issue:44991", - "accept": false, - "reason": "CamemBERT prediction regression and tokenizer-loading failure for est-roberta are different defects." + "reason": "Float8 storage lookup and template-node compilation errors are unrelated." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version incompatibility is unrelated to TRL SFT unpacking of Qwen3.5 embeddings." + "reason": "Torch version incompatibility is not the same as Qwen3.5 input-embedding unpacking in TRL SFT trainer." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling is unrelated to composite Qwen config unwrapping." - }, - { - "left": "issue:36032", - "right": "issue:43452", - "accept": false, - "reason": "T5 tokenizer special-token conflict is unrelated to gguf_file breaking AutoTokenizer/AutoModel loading." - }, - { - "left": "issue:43856", - "right": "issue:44756", - "accept": false, - "reason": "MoE training memory inefficiency is unrelated to the Strix Halo mmap OOM workaround." - }, - { - "left": "issue:43596", - "right": "issue:44683", - "accept": false, - "reason": "DeepSpeed ZeRO-3 init IndexError is unrelated to compiled flex_attention on newer torch." + "reason": "Extra_state save/load handling and text_config unwrapping for composite configs are different loading paths." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft pair (45292/45335) is well-supported by the titles, and the rejected pairs do not overstate duplicate evidence." + "accept": false, + "feedback": "The 45292/45335 duplicate call is well grounded, but the accepted 43299/43931 soft-edge looks too strong for the packet: one issue is about Qwen3 MOE weight conversion with accelerate+deepspeed, while the other is a Qwen3-VL weight-shape mismatch. The titles indicate related model family/loading context, but not enough to conservatively call them the same underlying bug. The rest of the verdicts are mostly conservative, but this one overstates the evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2551,13 +2505,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 8, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:32090", "issue:34567", @@ -2575,6 +2529,7 @@ "issue:43482", "issue:43541", "issue:43582", + "issue:43596", "issue:43611", "issue:43632", "issue:43643", @@ -2582,8 +2537,8 @@ "issue:43645", "issue:43646", "issue:43716", + "issue:43856", "issue:43883", - "issue:43994", "issue:44164", "issue:44206", "issue:44220", @@ -2592,11 +2547,11 @@ "issue:44479", "issue:44488", "issue:44530", - "issue:44534", - "issue:44610", "issue:44661", + "issue:44671", "issue:44683", "issue:44737", + "issue:44756", "issue:44811", "issue:44849", "issue:44987", @@ -2604,19 +2559,22 @@ "issue:45081", "issue:45084", "issue:45325", - "issue:45507", "issue:45584", "issue:45859" ], "soft_pairs": [ + "issue:44671|issue:44991", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:43856|issue:44756", "issue:32090|issue:39404", "issue:44991|issue:45081", "issue:44737|issue:45859", "issue:44164|issue:44479", "issue:43582|issue:43632", "issue:44488|issue:45081", - "issue:40990|issue:43421", "issue:44661|issue:44683", + "issue:40990|issue:43421", "issue:43611|issue:43644", "issue:44488|issue:44987", "issue:44206|issue:44220", @@ -2625,11 +2583,11 @@ "issue:43883|issue:44488", "issue:34567|issue:40444", "issue:44811|issue:45584", - "issue:43644|issue:43646", "issue:36032|issue:42915", + "issue:43644|issue:43646", "issue:43452|issue:43482", - "issue:44451|issue:44987", "issue:43541|issue:45084", + "issue:44451|issue:44987", "issue:42915|issue:44530", "issue:44849|issue:45325", "issue:43317|issue:43482", @@ -2637,244 +2595,240 @@ "issue:43404|issue:44466", "issue:44987|issue:44991", "issue:43883|issue:44991", - "issue:43262|issue:43377", - "issue:45084|issue:45507", - "issue:43646|issue:44534", - "issue:43994|issue:44610", - "issue:43645|issue:44534" + "issue:43262|issue:43377" ], - "prepared_review_unit_hash": "3be1cac12bda73ff62d503adb74c18009a057c5a32e66b0c1bb83e67e3b38df9", + "prepared_review_unit_hash": "4de6142263f09682895a3a5b8c4bd275828d77d25ad1447b2a6c7b53348f3b69", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37700, - "estimated_input_tokens": 9425, - "estimated_eval_tokens": 19106 + "serialized_chars": 37688, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with issues spanning unrelated Transformers subsystems. I found one likely duplicate pair around GGUF loading in v5; the rest are distinct bugs and should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue for the whole set: the items cover many unrelated regressions across training, tokenizers, audio, vision, quantization, and model loading.", + "summary": "This cluster is mostly heterogeneous regression reports rather than true duplicates. The only plausible duplicate pair is the GGUF loading regression; the rest differ by model, subsystem, or failure mode. No pull requests are present.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43452 is the broadest and most central description of the GGUF loading regression, covering the shared from_pretrained/gguf_file code path and subsuming the more specific model report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the strongest canonical issue candidate among the near-duplicates because it describes the broader GGUF loading regression directly, while issue:43482 looks like a specific model instance of the same failure.", + "best_issue_reason": "issue:43452 is the best representative because it names the generic loader breakage rather than a single model instance, making it the best umbrella issue for the GGUF failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is a CamemBERT masked-LM prediction issue and the other is a tokenizer loading failure for a different model; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer class conflict during load vs GGUF/from_pretrained loading breakage are different code paths and failure modes." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel index error is unrelated to compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is mmap OOM on Strix Halo; different root causes." + }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Different failures: GPU broadcast of NoneType in Trainer vs Whisper pipeline return_language behavior." + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve loading/tokenizer code, but one is a tokenizer load failure for a specific model and the other is a Mistral regex patch/backend_tokenizer error." + "reason": "Different tokenizer failures on different models; one is a general load regression, the other is a Mistral regex patch crash." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Different code paths: XLNet positional encoding device placement vs Qwen3.5-MoE CPU-offload incompatibility." + "reason": "Both are device/offload related, but one is XLNet CPU placement in relative positional encoding and the other is Qwen3.5-MoE rotary embedding offload incompatibility." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Save/load extra_state handling is unrelated to the Qwen video-input regression." + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen2.5-VL video input regression." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized regression are separate bugs." + "reason": "AppleSilicon warmup TypeError and the _is_hf_initialized regression are different breakages." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Model-loading failure for cjvt/sleng-bert is unrelated to the Mistral tokenizer backend_tokenizer crash." + "reason": "Both concern tokenizers, but the model families and failure mechanisms differ." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Perplexity regression on gpt-oss is not the same as runtime post-processor updates in TokenizersBackend." + "reason": "add-new-model-like mapping logic and compiled flex_attention are unrelated." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Tokenizer mapping-name bug and compiled flex_attention failure are unrelated." + "reason": "High perplexity on a benchmark and runtime post-processor updates for special tokens are not the same bug." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; different bugs." + "reason": "Loading models with base_model_prefix and non-persistent buffers being filled with junk are separate v5 regressions." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading reports, but they concern different checkpoints and failure modes." + "reason": "Both are loading failures, but they affect different models and likely different underlying causes." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Same audio area, but one is an unsupported center argument and the other is a _torch_extract_fbank_features issue; not clearly the same bug." + "reason": "Audio feature-extractor crash due to an unsupported arg is not clearly the same as the generic _torch_extract_fbank_features issue." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to the template-node compilation TypeError." + "reason": "Image preprocessor dtype mismatch and a template compilation TypeError are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing trust_remote_code fields and invalid group type in PagedAttentionCache are different problems." + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are different subsystems." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys and loading cjvt/sleng-bert are unrelated." + "reason": "Missing all_tied_weights_keys and inability to load a specific BERT model are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counter issue and Qwen2.5-VL iterable dataset failure are distinct." + "reason": "TrainerState token-count tracking and multi-image IterableDataset finetuning failure are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + "reason": "Both are Whisper special-token issues, but one is batch_decode ignoring skip_special_tokens while the other is empty-transcription generation failure; too different to merge." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Non-persistent buffer junk and custom model initialization regressions are separate v5 issues." + "reason": "Tokenizer load conflict for T5 vs FineGrainedFP8Config failure for Qwen3Moe are unrelated." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "T5 tokenizer special-token conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." + "reason": "Non-persistent buffer junk and custom model initialization breakage are different v5 regressions." }, { "left": "issue:43452", "right": "issue:43482", "accept": true, - "reason": "Both point to the same GGUF loading regression in transformers v5; 43482 looks like a specific model manifestation of the broader 43452 failure." + "reason": "Both point to the same GGUF/from_pretrained loading path breaking in v5; the model-specific report is plausibly the same underlying loader bug." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Different model-loading failures for different checkpoints and different triggers." + "reason": "torch dynamo tracing failure in grouped_mm is not the same as a non-template-node compilation error." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the template-node compilation error." + "reason": "Different model loading failures on different checkpoints; no shared concrete bug is evident." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FineGrainedFP8Config failure and linear_attention group-type crash are separate Qwen issues." + "reason": "FineGrainedFP8Config failure and PagedAttentionCache invalid group type are different MoE-related issues." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Output_hidden_states bug and RoPE temporal position scaling bug are different Qwen3.5/Qwen2.5-VL problems." + "reason": "Hidden-state output bug and still-image rope index scaling bug affect different Qwen model paths." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "gpu+cpu offload dequantized-model loading and GGUF loading regression are different code paths." + "reason": "device_map/offload dequantized-model loading and GGUF loading are separate loading problems." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict and notebook custom-model initialization failure do not match." + "reason": "Tokenizer special-token conflict and Jupyter custom-model initialization breakage are unrelated." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Mistral3 lm_head tying bug and device-dependent lm_head serialization are related in theme but not the same concrete bug." + "reason": "lm_head tie missing in Mistral3 and inconsistent serialization of lm_head.weight are related thematically but not the same concrete bug." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Separate versioned loading failures for different models/tokenizers; not the same underlying regression." + "reason": "Two different model-loading failures with different triggers; not the same underlying issue." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing all_tied_weights_keys is unrelated to est-roberta tokenizer loading." + "reason": "all_tied_weights_keys attribute error and tokenizer loading failure for a specific model are unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor chat-template sampling-rate default and MIMI batched-vs-single padding-mask bug are different." - }, - { - "left": "issue:45084", - "right": "issue:45507", - "accept": false, - "reason": "Template compilation TypeError and GraniteMoEHybrid invalid-method calls are different failures." - }, - { - "left": "issue:43646", - "right": "issue:44534", - "accept": false, - "reason": "Custom model init breakage and junk-filled non-persistent buffers are separate v5 regressions." - }, - { - "left": "issue:43994", - "right": "issue:44610", - "accept": false, - "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo 640px-vs-224px preprocessing mismatch are unrelated." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Notebook custom-model initialization issue does not match the non-persistent-buffer regression." + "reason": "Audio processor sampling-rate default issue and MIMI batched-vs-single padding-mask bug are different." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: this set is clearly heterogeneous, and the lone GGUF-loading pair (43452/43482) is a reasonable near-duplicate call based on the titles. The other soft-edge rejections are conservative and do not overclaim equivalence from theme-level similarity alone." + "feedback": "The summary is well grounded in the packet and stays conservative. The GGUF pair (issue:43452 / issue:43482) is the only clearly plausible duplicate, and the rest of the soft-edge rejections are appropriately cautious given the differing titles, subsystems, or model families. No PR pairs are present, so there is nothing mergeability-related to flag." }, "evaluator_used": true, "retried": false, @@ -2887,13 +2841,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 9, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:36032", "issue:40444", @@ -2906,15 +2860,18 @@ "issue:43322", "issue:43377", "issue:43404", - "issue:43421", "issue:43425", "issue:43531", "issue:43540", "issue:43582", "issue:43611", "issue:43632", + "issue:43645", + "issue:43646", "issue:43742", + "issue:43818", "issue:43819", + "issue:43994", "issue:44062", "issue:44079", "issue:44220", @@ -2922,10 +2879,8 @@ "issue:44291", "issue:44403", "issue:44451", - "issue:44462", "issue:44479", "issue:44534", - "issue:44568", "issue:44589", "issue:44610", "issue:44683", @@ -2939,20 +2894,24 @@ "issue:45216", "issue:45325", "issue:45357", + "issue:45507", "issue:45542", - "issue:45663", - "issue:45812" + "issue:45663" ], "soft_pairs": [ + "issue:45084|issue:45507", + "issue:43994|issue:44610", + "issue:43646|issue:44534", "issue:43322|issue:43540", + "issue:43645|issue:44534", "issue:44403|issue:45081", "issue:43377|issue:43819", "issue:42915|issue:45084", "issue:44265|issue:44610", "issue:45216|issue:45357", "issue:44451|issue:45081", - "issue:44987|issue:45081", "issue:44220|issue:44683", + "issue:44987|issue:45081", "issue:43404|issue:45127", "issue:43632|issue:44756", "issue:42915|issue:44291", @@ -2960,228 +2919,245 @@ "issue:44479|issue:45325", "issue:36032|issue:43742", "issue:43296|issue:43531", - "issue:43611|issue:44534", - "issue:42915|issue:44589", "issue:40444|issue:45325", + "issue:42915|issue:44589", + "issue:43611|issue:44534", "issue:43531|issue:44877", "issue:40990|issue:44811", "issue:36032|issue:41720", - "issue:44079|issue:45663", "issue:43425|issue:44403", - "issue:43632|issue:44534", + "issue:44079|issue:45663", "issue:41553|issue:43582", - "issue:44462|issue:45812", + "issue:43632|issue:44534", "issue:42175|issue:45542", - "issue:43421|issue:44568" + "issue:43818|issue:45357" ], - "prepared_review_unit_hash": "e02cc04075cc0f6db45a989660e71a209e565021defc729cfcc2cf37be2ac786", + "prepared_review_unit_hash": "6ae41cf5e649f457975dd0b4f5c3125ca7653c98837374a964a5592244e7af42", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35801, - "estimated_input_tokens": 8951, - "estimated_eval_tokens": 18158 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37208, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 }, "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 bugs. The only clear duplicate-like pair is the Qwen3.5 `save_pretrained` regression, where the later issue narrows the same incorrect-checkpoint problem to visual encoder keys.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45216 is the broadest, earliest report of the Qwen3.5 `save_pretrained` serialization regression; 45357 appears to be a later, narrower symptom of the same bug.", + "summary": "Mostly a loose collection of unrelated Transformers issues with a few true duplicate-like pairs. The clearest duplicate families are Qwen3.5 save_pretrained regressions, Qwen2.5-VL video position-id regression, and TensorFlow backend install packaging.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45216 is the cleanest umbrella for a concrete regression with a clear follow-up duplicate (issue:45357) and a specific loading/saving failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best representative issue for the one confirmed duplicate pair in this set and has the clearest, most general description of the shared bug.", + "best_issue_reason": "issue:45216 is the strongest canonical issue candidate in this set because it describes a concrete, version-linked regression rather than a vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs and code paths: template compilation failure vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model complaints, but they describe different failures: bad SigLIP2 outputs vs OmDet-Turbo size mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated regressions: custom model initialization vs non-persistent buffer initialization." + }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal model families and different failure modes (segfault on Llava Next loading vs ValueError on Qwen3OmniMoe video processing)." + "reason": "Different multimodal models and failures: Llava Next loading segfault vs Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Different underlying issue; one is notebook/custom model init, the other is buffer junk in v5." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "One is a generic loading-noise complaint; the other is a specific Mistral tokenizer regex crash. Not the same code-path bug." + "reason": "Logging/noise during loading is not the same as a tokenizer patch crash." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio-related, but one is a padding-mask batching mismatch in MIMI and the other is a DAC STE/from_latents mismatch. Different bugs." + "reason": "Different audio-model bugs: padding-mask batching mismatch vs DAC latent/STE mismatch." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 failure and a template-node compilation TypeError are unrelated." + "reason": "No shared code path; FP8 config failure is unrelated to template compilation." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "Torch export failure with `torch_compilable_check` is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet-Turbo preprocessing size mismatch." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 `save_pretrained` checkpoint regression; the later issue specifically calls out incorrect visual encoder keys, which is a narrower manifestation of the same bug." + "reason": "Same Qwen3.5 save_pretrained regression; 45357 looks like a narrower follow-up about the same incorrect checkpoint contents." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different models and different failures: ScandiBERT load failure vs Mistral regex patch crash." + "reason": "Different tokenization/loading failures; no evidence of the same bug." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Different affected models and separate loading paths; not the same underlying bug." + "reason": "Different subsystems entirely: fbank feature extraction vs compiled flex_attention." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Feature-extraction helper issue and compiled flex_attention torch-version incompatibility are unrelated." + "reason": "Different model-loading failures; only superficial similarity in being tokenizer/model load issues." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to LoRA merging with extended vocab collapse." + "reason": "Both touch tied embeddings, but one is a missing weight tie in a model class and the other is LoRA merge collapse after vocab extension." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "`_is_hf_initialized` regression and mmap OOM on Strix Halo are different problems." + "reason": "Transformer v5 flag regression is unrelated to Strix Halo mmap OOM." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both mention loading/training regressions, but one is Qwen3Moe FP8-specific and the other is an `init_empty_weights` argument error." + "reason": "Different failure modes: Qwen3Moe FP8 config vs init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer added-token argument collision is unrelated to loading `physical-intelligence/fast`." + "reason": "AddedToken special-arg conflict is unrelated to the physical-intelligence/fast loading failure." }, { "left": "issue:44479", "right": "issue:45325", - "accept": false, - "reason": "Both touch Qwen VL rope/vision logic, but one is a broad video-input regression across several models and the other is a specific still-image temporal position scaling bug." + "accept": true, + "reason": "Same Qwen2.5-VL video/temporal-position regression; 45325 appears to pinpoint the root cause behind the broader video-input regression." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 special-token conflict and MobileLLM key error are different tokenizer/model-loading issues." + "reason": "Different tokenizer/model-loading bugs with no shared concrete code path." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding-window issue are unrelated." + "reason": "PaddleOCR-VL load failure is unrelated to Qwen3-MoE sliding_window behavior." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Base-model-prefix loading breakage and non-persistent buffer junk-filling are different v5 regressions." + "reason": "Different Qwen2.5-VL failures: iterable-dataset multi-image finetuning vs temporal position-id scaling." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Float8 storage TypeError are distinct errors." + "reason": "Both mention FP8/floating-point8, but one is a config failure and the other is a missing storage type; not the same bug." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Different Qwen2.5-VL bugs: iterable-dataset multi-image finetuning failure vs rope-index temporal-position scaling." + "reason": "base_model_prefix loading regression is unrelated to non-persistent buffer corruption." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window issue and Granite speech strict-config loading are unrelated." + "reason": "Different models and mechanisms: Qwen3-MoE sliding_window vs granite_speech config strictness." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity on GPT-OSS and Whisper batch_decode special-token handling are not the same bug." + "reason": "Perplexity issue is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer load conflict and Qwen3 auto device-mapping cuda assert are unrelated." - }, - { - "left": "issue:44079", - "right": "issue:45663", - "accept": false, - "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are different issues." + "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3 auto device mapping cuda assert." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version compatibility and noisy loading messages are unrelated." + "reason": "Torch version incompatibility is not the same as a noisy load warning bug." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Different v5 regressions with different symptoms and code paths." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states are different bugs." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral and Apple Silicon warmup TypeError are unrelated." + "reason": "Bad AutoTokenizer error message is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Both involve AutoTokenizer regressions, but one is about ignoring repository `tokenizer.json` and the other is a Granite-specific wrong-token-IDs regression; too broad to treat as the same bug without stronger evidence." + "reason": "The _is_hf_initialized regression is unrelated to non-persistent buffer junk values." }, { "left": "issue:42175", "right": "issue:45542", - "accept": false, - "reason": "Both concern TensorFlow/backend packaging, but one is missing tf in the torch extra while the other is a tensorboard-without-TF runtime backend error." + "accept": true, + "reason": "Same packaging/backend problem: TensorFlow is missing from the installed backend path and triggers TF-backend errors." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Runtime special-token post-processor updates and `add_special_tokens=True` BOS/EOS behavior are distinct tokenizer bugs." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained key issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The Qwen3.5 save_pretrained pair is the only plausible duplicate-like match from the packet, and the other soft-edge rejections stay appropriately cautious." + "feedback": "The summary is mostly grounded in the packet, and the rejected soft pairs are conservative. The accepted Qwen3.5 save_pretrained and TensorFlow-backend pairs are well supported by the titles; the Qwen2.5-VL video/position-id pair is somewhat inferential but still plausibly related rather than overstated. Overall this looks acceptable." }, "evaluator_used": true, "retried": false, @@ -3194,13 +3170,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 10, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:33666", "issue:35707", @@ -3211,6 +3187,8 @@ "issue:43296", "issue:43317", "issue:43377", + "issue:43381", + "issue:43421", "issue:43454", "issue:43482", "issue:43525", @@ -3219,22 +3197,20 @@ "issue:43632", "issue:43644", "issue:43646", - "issue:43701", "issue:43749", "issue:43792", - "issue:43818", "issue:43856", "issue:43957", "issue:43994", "issue:44079", "issue:44265", "issue:44291", - "issue:44387", "issue:44403", + "issue:44462", "issue:44466", "issue:44534", + "issue:44568", "issue:44589", - "issue:44617", "issue:44683", "issue:44829", "issue:44898", @@ -3243,33 +3219,35 @@ "issue:45072", "issue:45081", "issue:45325", - "issue:45357", "issue:45381", "issue:45479", "issue:45491", "issue:45538", - "issue:45800", - "issue:45834" + "issue:45812", + "issue:45834", + "issue:45923" ], "soft_pairs": [ "issue:43317|issue:43856", - "issue:43818|issue:45357", + "issue:43421|issue:44568", + "issue:44462|issue:45812", "issue:33666|issue:40444", "issue:43792|issue:44589", "issue:44829|issue:45479", - "issue:44403|issue:44991", "issue:44683|issue:45020", + "issue:44403|issue:44991", + "issue:43381|issue:45923", "issue:43482|issue:45538", "issue:35707|issue:40444", "issue:44079|issue:44534", - "issue:44291|issue:44589", "issue:43482|issue:43525", + "issue:44291|issue:44589", "issue:43377|issue:45491", "issue:43749|issue:44079", "issue:43644|issue:44079", "issue:40444|issue:45381", - "issue:41720|issue:45081", "issue:43531|issue:44291", + "issue:41720|issue:45081", "issue:44265|issue:45072", "issue:43632|issue:45072", "issue:45325|issue:45381", @@ -3278,245 +3256,227 @@ "issue:42175|issue:43296", "issue:43454|issue:44466", "issue:45325|issue:45834", - "issue:42915|issue:43482", "issue:43792|issue:43957", - "issue:44387|issue:44617", - "issue:43296|issue:45800", - "issue:43701|issue:45325" + "issue:42915|issue:43482" ], - "prepared_review_unit_hash": "0e0781c0851a795e07924fcd1f7d7639a26c4a88457fb8de10d46bb964442d9a", + "prepared_review_unit_hash": "5c1d7744cef7c84d42f208d29d7279fa26c0d5f216709601a725b6779d5f0fb3", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36997, - "estimated_input_tokens": 9250, - "estimated_eval_tokens": 18756 + "soft_pair_count": 30, + "serialized_chars": 36832, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of distinct model-specific Transformer regressions, with one clear duplicate pair around the non-persistent buffer junk bug. Most soft links are only broad similarity (same model family, same subsystem, or same Transformers v5 regression theme) and should not be merged.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43644 is the earlier, clearer report of the non-persistent-buffer regression, and issue:44534 appears to be the same bug with nearly identical wording. It is the best canonical issue for that duplicate pair.", + "summary": "This cluster is mostly a loose set of transformer regression issues across loading, tokenizers, Qwen/VL, attention, and model-init behavior. I see one strong near-duplicate candidate around Qwen2.5-VL position/rope indexing, but the rest are distinct bugs.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the shared theme: Transformers v5 model-loading/init regressions. It is more central to the cluster than the model-specific tokenizer, vision, or training bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest canonical issue here because it is specific, concrete, and the earliest of the near-identical reports; it best represents the underlying bug among the provided items.", + "best_issue_reason": "Issue 43611 is the best single issue to anchor this cluster because it captures the common v5 loading/init breakage pattern that recurs across several items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different failures: dequantized model loading on CPU/GPU offload vs Qwen3 MoE training memory usage." + "reason": "Both involve memory/device behavior, but one is gpu/cpu offload loading and the other is Qwen3 MoE training memory usage; not the same bug." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer special-token handling, but one is runtime post-processor updating and the other is add_special_tokens behavior for a specific tokenizer." + }, + { + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Both are vision-model related, but they describe different bugs on different models: Video-LLaVA tower weights/attention vs Qwen3.5 save_pretrained key serialization." + "reason": "Both are AutoTokenizer regressions, but they describe different failures: ignoring tokenizer.json vs wrong token IDs for Granite models." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Different Qwen2-VL training problems: multi-GPU training vs iterable dataset with multiple images per prompt." + "reason": "Different problem scopes: multi-GPU training for Qwen2-VL vs iterable-dataset failures with multiple images per prompt." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Unrelated symptoms: Whisper model runtime failure vs float8 storage lookup error." + "reason": "One is a model runtime failure, the other is a float8 storage lookup/type error; no clear shared code-path." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both affect training, but one is a flash_attention_3 regression and the other is a classification-loss bug for num_labels=1." + "reason": "Both affect training, but one is flash_attention_3 degeneracy and the other is a classification loss bug for num_labels=1." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch flex_attention compilation failure and remote_code loading regressions are unrelated issues." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Noise on model load vs tokenizer loading failure for a specific model; not the same code-path bug." + "reason": "Generic loading noise vs tokenizer loading regression for one specific model family; not the same bug." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Different issues: compiled flex_attention on torch >=2.9 vs remote_code model breakage." + "reason": "Gradient checkpointing in eval mode and a missing supports_gradient_checkpointing flag are different issues." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + "reason": "GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image finetuning failures." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to iterable dataset multi-image finetuning failures." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are different regressions." + "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal behaviors." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to the float8 storage object error." + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are different model/config regressions." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Different models and symptoms: GGUF loading vs missing pad_token_id on Llama4Config." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is not the same as the float8 storage lookup failure." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching/shape-related, but MIMI padding-mask output mismatch is not the same as Gemma3 sliding-window NaNs." + "reason": "Different bugs: MIMI batching/padding-mask support vs Gemma3 NaN embeddings with sliding-window attention." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are separate bugs." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk regression is unrelated to ModelOutput key assignment." + "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate regressions." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is multi-image finetuning and the other is video vision_position_ids." + "reason": "Multi-image finetuning failure is unrelated to Qwen2.5-VL video position-id computation." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Auto device-map CUDA assert on Qwen3 is unrelated to Mistral tokenizer regex patch failure." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are different bugs." + "reason": "Qwen3 auto device-mapping cuda assert and Mistral tokenizer regex crash are different code paths." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to dtype mismatch in bfloat16 inference." + "reason": "torch.export/torch_compilable_check failure and dtype mismatch inference bugs are unrelated." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized flag regression and dtype mismatch are different failures." + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatches are different v5 regressions." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Closely related Qwen2.5-VL position-id topics, but one is still-image temporal scaling and the other is video input vision_position_ids; not clearly the same bug." + "accept": true, + "reason": "Both point to the same Qwen2.5-VL position-id/rope-index computation in v5.3.0, affecting still-image and video paths in the same model family." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are broad Transformers v5 breakages, but they describe different aspects of model loading/initialization and are too general to merge confidently." + "reason": "Both are v5 loading/init regressions, but one is specifically about base_model_prefix loading and the other about custom model initialization; not clearly the same bug." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures: SigLIP2 nonsensical outputs vs Perceiver non-default resolution classification failure." + "reason": "SigLIP2 nonsensical outputs and Perceiver non-default resolution failure are distinct model-specific bugs." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend availability issue vs PaddleOCR-VL loading failure in vLLM." + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading are unrelated." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Tied lm_head weights causing bad generation and inconsistent serialization of lm_head.weight are related but not the same concrete bug." + "reason": "Both involve lm_head/tied weights, but one is a specific model not tying weights and the other is inconsistent serialization behavior; too different to merge as one bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different models and failures: Qwen2.5-VL rope indexing vs Kosmos2.5 OCR index error." - }, - { - "left": "issue:42915", - "right": "issue:43482", - "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to Qwen2.5-GGUF loading on Transformers v5." + "reason": "Qwen2.5-VL rope/position-id bug and Kosmos2.5 OCR long-input index error are different issues." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and torch.device('meta') model loading regression are different problems." - }, - { - "left": "issue:44387", - "right": "issue:44617", - "accept": false, - "reason": "Int4 quantization memory regression is unrelated to Sam3Video OOM." - }, - { - "left": "issue:43296", - "right": "issue:45800", - "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and torch 2.4.1/transformers 5.8 incompatibility are not the same bug." - }, - { - "left": "issue:43701", - "right": "issue:45325", - "accept": false, - "reason": "Checkpoint key mismatch and Qwen2.5-VL rope_index position-id bug are unrelated." + "reason": "Whisper model runtime failure and meta-device loading regressions are not the same underlying bug." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Both mention Transformers v5 load/init regressions, but the titles point to different concrete breakages and not one shared code-path." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Near-identical reports of the same regression: Transformers v5 fills non-persistent buffers with junk." + "reason": "Qwen3MoE FP8 config failure and GGUF loading failure are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary correctly treats the cluster as mostly heterogeneous, and the single accepted soft pair (45325/45381) is a plausible near-duplicate based on the shared Qwen2.5-VL position-id/rope-index theme. The rest of the pair rejections are appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3525,13 +3485,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 11, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:34634", "issue:35707", @@ -3539,19 +3499,18 @@ "issue:40444", "issue:40990", "issue:41720", - "issue:42617", - "issue:42915", + "issue:42947", + "issue:43257", "issue:43262", "issue:43296", "issue:43317", - "issue:43322", "issue:43377", - "issue:43404", "issue:43454", "issue:43526", "issue:43550", "issue:43572", "issue:43606", + "issue:43701", "issue:43720", "issue:43746", "issue:43749", @@ -3559,33 +3518,39 @@ "issue:43873", "issue:43881", "issue:43883", - "issue:44008", "issue:44186", "issue:44265", "issue:44291", + "issue:44387", "issue:44466", "issue:44479", "issue:44488", "issue:44534", + "issue:44568", "issue:44610", + "issue:44617", "issue:44877", "issue:44898", - "issue:44977", - "issue:44991", "issue:45072", + "issue:45325", "issue:45357", "issue:45584", - "issue:45632", - "issue:45684", "issue:45701", "issue:45759", - "issue:45823" + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" ], "soft_pairs": [ + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:43701|issue:45325", "issue:44479|issue:45823", "issue:43881|issue:44488", - "issue:44291|issue:44877", "issue:43262|issue:43746", + "issue:44291|issue:44877", + "issue:44568|issue:45920", "issue:43606|issue:44265", "issue:40990|issue:45584", "issue:34634|issue:35707", @@ -3601,241 +3566,215 @@ "issue:43377|issue:44898", "issue:39692|issue:40444", "issue:43572|issue:45759", + "issue:43257|issue:45923", + "issue:40990|issue:42947", "issue:43526|issue:43883", "issue:43749|issue:44534", "issue:44466|issue:45357", - "issue:43454|issue:43720", - "issue:43881|issue:44991", - "issue:41720|issue:43322", - "issue:43296|issue:44877", - "issue:41720|issue:44977", - "issue:40990|issue:45701", - "issue:44008|issue:45823", - "issue:45632|issue:45684", - "issue:43404|issue:45357", - "issue:44186|issue:45072", - "issue:42617|issue:42915" + "issue:43454|issue:43720" ], - "prepared_review_unit_hash": "c56c0f7a47573ef5e6c54dfa445deb998b25ed4f241d6eb3ae85b457dbfbaf7d", + "prepared_review_unit_hash": "0e9a59f2d901a84ce7938c90e628991f9a9f2781711b7a177650286122d4159f", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37164, - "estimated_input_tokens": 9291, - "estimated_eval_tokens": 18838 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36587, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous. The proposed soft edges mostly share broad subsystem words like offloading, device mapping, serialization, or multimodal models, but they do not appear to describe the same underlying bug or change. I would reject all candidate merges.", - "confidence": 0.96, - "canonical_issue_reason": "If a representative issue must be chosen, issue 43873 is the broadest and most cluster-central because it captures the recurring offloading/quantization theme; however, the cluster is too diverse for a true canonical duplicate anchor.", + "summary": "This cluster is heterogeneous: most items are distinct regressions around loading, offloading, tokenization, config handling, or model-specific multimodal behavior. The soft pairs share broad subsystem vocabulary but not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43873 is the broadest representative of the offloading/quantization subgroup and is open, but it is not a true duplicate umbrella for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best overall representative among these mostly unrelated reports because it is broad, open, and closest to the repeated offloading/device-placement subset, though it is not a strong duplicate canonical.", + "best_issue_reason": "issue:43873 is the best single representative if one issue must be chosen because it covers the most central repeated theme here: offloading/device-map behavior under quantization.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention CUDA/OOM, but one is a Transformers 5.x int4 quantization memory regression and the other is a model-specific Sam3Video OOM. Different root causes." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM/Transformers 4.53 is unrelated to a torch 2.4.1 vs Transformers 5.8 incompatibility. Same area, different bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope position scaling are unrelated code paths." + }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different models and failure modes: video-input regression in Qwen VL family vs Gemma4 PLE device mismatch." + "reason": "Both are multimodal/device issues, but one is a video-input regression in Qwen variants and the other is a Gemma4 PLE device mismatch during forward. Not the same bug." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Unrelated loading failures for different models; one is glm-4v-9b, the other a tokenizer load issue for a BERT model." + "reason": "GLM-4V-9B loading failure and failure to load cjvt/sleng-bert are unrelated model-loading problems." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default mismatch is unrelated to GraniteSpeech PEFT local-checkpoint loading." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different root causes: unexpected `_is_hf_initialized` argument during init-empty-weights vs strict config rejection for granite_speech." + "reason": "Unexpected _is_hf_initialized in init_empty_weights and strict config rejecting granite_speech are both config-related, but they are different failure modes." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to GraniteSpeech PEFT local checkpoint loading." + "reason": "A specific add_special_tokens tokenizer regression is not the same as a broader AutoTokenizer wrong-token-ids regression across many models." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export failing on torch_compilable_check." + "reason": "CPU offload device mismatch for BarkSmall is unrelated to torch.export.export failures with torch_compilable_check." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss is a modeling/eval issue, not the Whisper empty-transcription generation bug." + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failure after align_special_tokens are unrelated." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are separate code paths." + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization failure is unrelated to tokenizer behavior changing across transformer versions." + "reason": "Offloading with quantization and tokenization changing across versions are different bugs." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to torch.export and torch_compilable_check." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to torch.export and torch_compilable_check." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading, but one is a specific dequantized-model load failure and the other is a broader quantization/offloading complaint; not the same bug." + "reason": "Both involve offloading/quantization, but one is a dequantized-model load failure on gpu+cpu offload and the other is a broader quantized offloading issue. Too different to merge." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds is unrelated to Qwen3 auto device-map CUDA assertion." + "reason": "inputs_embeds/past_key_values generation and Qwen3 auto device mapping cudaErrorAssert are unrelated." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU offload device mismatch and DAC.from_latents STE mismatch are different model-specific issues." + "reason": "Bark CPU-offload device mismatch and DAC.from_latents/forward STE mismatch are unrelated model bugs." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head weight tying bug is unrelated to Bamba torch.compile SDPA failure." + "reason": "lm_head weight tying failure in AyaVisionConfig is unrelated to a Bamba torch.compile SDPA failure." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device placement, but the errors and models differ materially: CUDA assert on Qwen3 vs Gemma4 PLE forward mismatch." + "reason": "Both mention device_map/forward failures, but the models and concrete failure modes differ completely." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor/model input-size mismatch." + "reason": "MIMI padding-mask batching bug and OmDet-Turbo processor/model image-size mismatch are unrelated." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight-tying/generation bug is unrelated to dtype mismatches in SwitchTransformers and TimmWrapperModel." + "reason": "Tied-weights serialization and bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different subsystems and causes: missing padding-mask support vs Perceiver non-default-resolution failure." + "reason": "Missing padding mask support in MIMI encoder is unrelated to Perceiver interpolation/position-encoding behavior." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to Qwen2.5-VL finetuning with multi-image iterable datasets." + "reason": "SigLIP2 doc example errors and Qwen2.5-VL iterable-dataset multi-image finetuning failures are distinct multimodal bugs." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to `from_config` not unwrapping `text_config` for Qwen multimodal configs." + "reason": "Missing pad_token_idx in StableLmConfig and failure to unwrap text_config in composite Qwen multimodal configs are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE loading with accelerate+deepspeed and missing supports_gradient_checkpointing on a trust_remote_code variant are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a language model benchmark and gradient checkpointing ineffective with PEFT LoRA are unrelated." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo missing `all_tied_weights_keys`." + "reason": "BeitImageProcessorFast reduce_labels bug and missing all_tied_weights_keys on MolmoForCausalLM are unrelated." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are distinct v5 regressions." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization in v5 are different loading/runtime issues." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern serialization, but one is tied lm_head.weight behavior and the other is incorrect visual encoder keys for Qwen3.5." + "reason": "Inconsistent lm_head.weight serialization and incorrect visual encoder keys in Qwen3.5 save_pretrained are both serialization bugs, but not the same one." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "lm_head tying bug is unrelated to BitNet packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Model loading failure for glm-4v-9b is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Different models and failures: Qwen3 CUDA assert vs Llava Next segmentation fault." - }, - { - "left": "issue:43296", - "right": "issue:44877", - "accept": false, - "reason": "PaddleOCR-VL vLLM load failure is unrelated to granite_speech strict-config loading rejection." - }, - { - "left": "issue:41720", - "right": "issue:44977", - "accept": false, - "reason": "Both are Qwen-family reports, but one is an auto device-map CUDA assert and the other is a flash-attention generation regression." - }, - { - "left": "issue:44008", - "right": "issue:45823", - "accept": false, - "reason": "Gemma 3n variable-name collision and Gemma4 PLE device mismatch are different bugs." - }, - { - "left": "issue:45632", - "right": "issue:45684", - "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to permission propagation in save_pretrained/register_for_auto_class." - }, - { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Mistral3 lm_head tying bug is unrelated to Qwen3.5 visual encoder key serialization regression." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to bfloat16 dtype mismatches in model inference." - }, - { - "left": "issue:42617", - "right": "issue:42915", - "accept": false, - "reason": "3d_parallel.py execution problem and Qwen3Moe FineGrainedFP8Config failure are different issues." + "reason": "AyaVision tied-weights bug and BitNet packed-weight unpacking during accelerate loading are unrelated." } ] }, @@ -3851,45 +3790,41 @@ "component_index": 1, "component_count": 17, "review_unit_index": 12, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ - "issue:36010", "issue:36331", + "issue:40990", "issue:41720", "issue:42617", "issue:42915", "issue:43295", + "issue:43296", "issue:43316", "issue:43317", "issue:43322", - "issue:43388", - "issue:43421", + "issue:43404", "issue:43450", "issue:43526", "issue:43531", - "issue:43540", "issue:43550", "issue:43572", "issue:43577", "issue:43606", "issue:43708", "issue:43720", - "issue:43782", "issue:43873", "issue:43881", + "issue:44008", "issue:44186", - "issue:44361", "issue:44387", "issue:44423", "issue:44479", - "issue:44492", - "issue:44509", "issue:44610", "issue:44671", "issue:44743", @@ -3898,263 +3833,274 @@ "issue:44898", "issue:44913", "issue:44918", + "issue:44977", "issue:44991", - "issue:45059", + "issue:45072", "issue:45081", "issue:45161", + "issue:45357", "issue:45406", - "issue:45464", + "issue:45632", + "issue:45684", "issue:45701", "issue:45704", - "issue:45812" + "issue:45812", + "issue:45823" ], "soft_pairs": [ - "issue:43577|issue:43708", + "issue:43881|issue:44991", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:40990|issue:45701", + "issue:43404|issue:45357", + "issue:45632|issue:45684", + "issue:44186|issue:45072", + "issue:42617|issue:42915", "issue:43873|issue:44756", - "issue:44387|issue:45704", + "issue:43577|issue:43708", "issue:44423|issue:45406", - "issue:44877|issue:44991", + "issue:44387|issue:45704", "issue:36331|issue:42617", + "issue:44877|issue:44991", "issue:43550|issue:43720", - "issue:43450|issue:45701", "issue:36331|issue:42915", + "issue:43450|issue:45701", "issue:44610|issue:44898", "issue:44186|issue:44610", "issue:44479|issue:44918", "issue:43550|issue:43606", "issue:41720|issue:42617", - "issue:42915|issue:43317", "issue:43316|issue:44913", + "issue:42915|issue:43317", "issue:43295|issue:45701", "issue:44671|issue:44743", - "issue:45081|issue:45812", "issue:43526|issue:43881", + "issue:45081|issue:45812", "issue:41720|issue:45161", - "issue:43531|issue:43572", - "issue:43421|issue:45812", - "issue:43540|issue:43782", - "issue:36010|issue:42617", - "issue:44186|issue:44361", - "issue:42915|issue:43322", - "issue:43388|issue:45059", - "issue:45406|issue:45464", - "issue:43421|issue:45701", - "issue:44492|issue:44509" + "issue:43531|issue:43572" ], - "prepared_review_unit_hash": "0c8ff351c40c42985369f6ad679f03dab3a5f727c6d49cb8c9492ab9df2caf20", + "prepared_review_unit_hash": "1500bd448ba6d87adf9076077151f09c1895c230dd3693b645229f6ce631a45f", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37022, - "estimated_input_tokens": 9256, - "estimated_eval_tokens": 18768 + "soft_pair_count": 32, + "serialized_chars": 37424, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated Transformers regressions spread across trainers, tokenizers, multimodal processors, quantization, offloading, and config loading. The soft pairs only share broad subsystems or similar symptoms, not the same concrete underlying bug, so all should be rejected. No single canonical issue clearly represents the whole set.", - "confidence": 0.91, + "summary": "The items are mostly unrelated standalone bugs across different models, processors, and trainer paths. None of the soft pairs look like the same underlying defect, so I would keep them separate. If forced to pick one representative issue, 45812 is the broadest active regression in the set.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "45812 is the broadest active regression here: it is open, has inbound references, and affects tokenization across all Granite models.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and failure modes: GLM-4V loading vs EST-RoBERTa tokenizer loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Different bugs: one is model dtype initialization on Blip2 load, the other is Trainer checkpoint resume step \u0917\u0923ulation." + "reason": "Both are load/runtime crashes, but they involve different models and distinct code paths (device mapping assert vs Llava Next segfault)." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Granite speech strict-config loading are separate configuration/model issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device-mapping assert is not the same bug as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma generations and different failures: variable-name collision vs device mismatch in forward." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on GPT-OSS and tokenization changes across versions are related only loosely; not the same concrete defect." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained key serialization are unrelated bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and permission propagation in save_pretrained are different filesystem behaviors." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different model/runtime problems." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both mention offloading/memory, but one is quantization offload behavior and the other is mmap-related OOM on Strix Halo; different code paths." + "reason": "Quantization offloading issues and Strix Halo mmap OOM are both memory-related but not the same code-path bug." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "One is int4 quantization causing higher CUDA reserved memory; the other is a T5/apex RMSNorm memory leak. Not the same defect." + "reason": "BLIP2 dtype loading bug and Trainer checkpoint-resume max_steps bug are unrelated." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/multimodal crashes, but they involve different models and different attribute errors in different processor paths." + "reason": "Both hit serving paths, but one is a multimodal batching crash and the other is a missing _tokenizer attribute in Gemma4Processor." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Config strictness for granite_speech and tokenizer loading failure for est-roberta are unrelated failures." + "reason": "Int4 quantization reserved-memory regression and T5 apex RMSNorm memory leak are different memory issues with different root causes." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature regression is unrelated to running 3d_parallel.py." + "reason": "CustomTrainer compute_loss signature breakage is unrelated to 3d_parallel.py startup failure." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Different failures: SDPA with torch.compile in Bamba versus packed-weight handling during accelerate loading for BitNet." + "reason": "Strict config loading for granite_speech and tokenizer loading for EST-RoBERTa are separate issues." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Video batch-shape bug is unrelated to a tokenization-version regression." + "reason": "torch.compile with SDPA on Bamba and BitNet packed-weight loading are unrelated model/runtime bugs." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer compute_loss kwargs issue is unrelated to Qwen3MoE + FineGrainedFP8Config loading." + "reason": "Trainer API signature regression does not match a Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video-shape handling and tokenization changes are different subsystems." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-size/preprocessing issues, but they affect different models and different mismatch logic." + "reason": "Both involve image inputs, but OmDet-Turbo uses the wrong processor size while Perceiver fails on non-default resolution handling." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is a tokenizer bug, not the OmDet-Turbo processor image-size bug." + "reason": "Tokenizer padding/truncation crashes and image processor resolution mismatch are not the same defect." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "A video-input regression in Qwen VL models is not the same as Qwen3.5 embedding unpacking with TRL SFT." + "reason": "Video-input regression across Qwen VL models and Qwen3.5 SFT embedding unpacking are different failures." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are loading/execution failures, but one is SDPA/compile in Bamba and the other is CPU-offload device mismatch in bark-small." + "reason": "Different models and mechanisms: SDPA/compile failure vs CPU-offload device mismatch." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is unrelated to failing to run 3d_parallel.py." - }, - { - "left": "issue:42915", - "right": "issue:43317", - "accept": false, - "reason": "Qwen3MoE FP8 config failure and dequantized-model GPU+CPU offload failure are different loading/offload bugs." + "reason": "Qwen3 auto device mapping and 3d_parallel.py failure are unrelated." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig and GPTNeoX rotary_pct reload behavior are separate configuration issues." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload bug are separate configuration issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model offload loading failure do not share the same root cause." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer API regression and generic tokenization-version change are not the same concrete bug." + "reason": "Processor/tokenizer regression in v4.57.5 and version-dependent tokenization changes are not the same concrete bug." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is unrelated to Qwen3.5 recurrent state reset with cache." + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are unrelated model behaviors." }, { - "left": "issue:45081", - "right": "issue:45812", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Mistral regex patch crash in tokenizer loading is a different failure from Granite token-ID regression." + "reason": "BEiT label reduction bug and GLM-4V loading failure are unrelated." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:45081", + "right": "issue:45812", "accept": false, - "reason": "BEiT label reduction bug and glm-4v-9b loading failure do not share the same root cause." + "reason": "Mistral regex patch crashing during tokenizer load and Granite token-ID regression are different tokenizer bugs." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both involve Qwen/GPT-OSS MoE models, but one is an A800 auto-device-map assert and the other is TP-only support not working." + "reason": "Qwen3 auto device mapping and GPT-OSS MoE tensor-parallel-only failure are different distributed-loading issues." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." - }, - { - "left": "issue:43421", - "right": "issue:45812", - "accept": false, - "reason": "Special-token post-processor update behavior and Granite token ID regression are different tokenizer issues." - }, - { - "left": "issue:43540", - "right": "issue:43782", - "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to Qwen3VL weight_only loading error." - }, - { - "left": "issue:36010", - "right": "issue:42617", - "accept": false, - "reason": "GenerationMixin import error and 3d_parallel.py execution failure are distinct issues." - }, - { - "left": "issue:44186", - "right": "issue:44361", - "accept": false, - "reason": "Both are tokenizer-related, but one is LayoutLMv2 NER/batching crash and the other is MLukeTokenizer task AttributeError." - }, - { - "left": "issue:42915", - "right": "issue:43322", - "accept": false, - "reason": "Qwen3MoE FP8 loading failure and Llava Next segmentation fault are different model-loading bugs." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "Metric-gathering label truncation and SAM3 text/bbox odd behavior are unrelated." - }, - { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Both hit serve/chat multimodal paths, but they are different models with different failure modes and code paths." - }, - { - "left": "issue:43421", - "right": "issue:45701", - "accept": false, - "reason": "Runtime special-token/post-processor updates are not the same as a version-induced tokenization change." - }, - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "A typo in cache strategies is unrelated to stale docs mentioning removed pipeline tasks." + "reason": "Qwen3-MoE sliding_window behavior and StableLm pad_token_idx config regression are unrelated." } ] }, @@ -4170,308 +4116,302 @@ "component_index": 1, "component_count": 17, "review_unit_index": 13, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:30064", "issue:33357", "issue:34567", "issue:34634", "issue:35707", - "issue:39692", + "issue:36010", "issue:41720", - "issue:42886", - "issue:43381", + "issue:42617", + "issue:42915", + "issue:43322", + "issue:43388", "issue:43421", "issue:43531", + "issue:43540", "issue:43550", "issue:43606", "issue:43653", "issue:43720", "issue:43746", "issue:43782", - "issue:43844", "issue:43873", "issue:43927", - "issue:44062", "issue:44077", "issue:44186", + "issue:44361", "issue:44368", "issue:44451", + "issue:44492", + "issue:44509", "issue:44514", "issue:44545", - "issue:44589", - "issue:44610", "issue:44625", - "issue:44779", - "issue:44843", "issue:44898", - "issue:44918", - "issue:44936", "issue:44987", "issue:44991", "issue:45042", + "issue:45059", "issue:45072", "issue:45357", "issue:45381", + "issue:45406", + "issue:45464", "issue:45479", - "issue:45588", + "issue:45701", "issue:45704", "issue:45759", "issue:45812", "issue:45859" ], "soft_pairs": [ + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:43421|issue:45812", + "issue:42915|issue:43322", + "issue:44186|issue:44361", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:44492|issue:44509", "issue:33357|issue:35707", - "issue:43606|issue:43720", + "issue:43421|issue:45701", "issue:41720|issue:43746", - "issue:43550|issue:43653", + "issue:43606|issue:43720", "issue:30064|issue:34634", - "issue:44779|issue:45812", + "issue:43550|issue:43653", "issue:43873|issue:45704", "issue:44514|issue:44545", "issue:44625|issue:45479", "issue:43606|issue:43653", "issue:43531|issue:45759", - "issue:43421|issue:43927", "issue:34634|issue:41720", + "issue:43421|issue:43927", "issue:34567|issue:35707", "issue:44368|issue:45357", "issue:43782|issue:45381", "issue:44898|issue:45072", "issue:44451|issue:44991", "issue:44077|issue:44625", - "issue:45759|issue:45859", "issue:44987|issue:45042", - "issue:43531|issue:44589", - "issue:44918|issue:44936", - "issue:43421|issue:43653", - "issue:44062|issue:44451", - "issue:45588|issue:45759", - "issue:43381|issue:43844", - "issue:39692|issue:44610", - "issue:42886|issue:44843", - "issue:43421|issue:44186" + "issue:45759|issue:45859" ], - "prepared_review_unit_hash": "9e976e45e04cad27c62deb18763837515b7bdc8cdf504b16455521de0df7246a", + "prepared_review_unit_hash": "d20d476bd29e5e45a83d7e8af63ccab9f99fbad6b3c59f5b4798fefce7ee4169", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36329, - "estimated_input_tokens": 9083, - "estimated_eval_tokens": 18422 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose set of unrelated bug reports that only share broad subsystem overlap (tokenizers, model loading, multimodal processors, offload, training). There is one clear duplicate pair: the Qwen2_5_VLProcessor.apply_chat_template batched-input crash.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44514 is the best canonical issue because it is the earlier report of the exact same batched-input crash in Qwen2_5_VLProcessor.apply_chat_template, with essentially identical reproduction conditions to issue:44545.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. The only clear duplicate-style pair is the two Qwen2_5_VLProcessor apply_chat_template crashes on batched input with padding=False; the rest share broad themes (tokenizers, Qwen, offloading, multimodal) but not the same concrete bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44514 is the clearest canonical issue: it is the earlier report of the exact batched-input/padding=False crash, and issue:44545 appears to be the same bug phrased almost identically.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the strongest representative issue in this cluster since it is a clean, specific bug report with a direct duplicate and a well-scoped failure mode.", + "best_issue_reason": "issue:44514 is the best representative issue because it captures the only strong duplicate pair in the set and has the cleanest, most specific description of the underlying failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a video-processing ValueError and the other is a weight_only loading error for a different model path; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and inability to run 3d_parallel.py are unrelated issues with no shared concrete code path." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is about runtime post-processor updates and the other is a silent token-ID regression for Granite models; different failures and fixes." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are different model-loading bugs." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/task crashes, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "One is a metrics-gathering label truncation bug; the other is a SAM3 text/bounding-box behavior issue. Not the same underlying defect." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and stale docs mentioning removed pipeline tasks are separate documentation issues." + }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "Different failures: MacOS bus error with a CLIP model vs progressive generation with inputs_embeds/past_key_values." + "reason": "MacOS bus error with a CLIP model and progressive generation with inputs_embeds/past_key_values are unrelated." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:43421", + "right": "issue:45701", "accept": false, - "reason": "Both are CI/offload-related, but they describe different code paths and failures (device mismatch vs packed-weight unpacking during loading)." + "reason": "Both touch tokenization, but one is a runtime post-processor update bug and the other is a broad version-dependent tokenization change report; not the same concrete issue." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different models and symptoms: Qwen3 auto device map CUDA assert vs GraniteSpeech local checkpoint/PEFT loading." + "reason": "A800 auto-device-map cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are different loading/runtime problems." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to BigBirdTokenizer mask-token decode behavior." + "reason": "CPU offload device mismatch for suno/bark-small and BitNet packed-weight unpacking during accelerate loading are both load-related, but they are distinct bugs." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Different processors and bugs: void segmentation map handling vs Bark voice_preset not working." + "reason": "Void segmentation-map processing and BarkProcessor voice_preset handling are unrelated processor bugs." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Both concern tokenizer regressions, but they affect different model families and appear to stem from different bugs." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Offloading with quantization is not the same as T5 silently using apex.FusedRMSNorm and leaking memory." + "reason": "Quantization/offloading behavior and a T5 apex memory leak are different issues." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same underlying bug: identical Qwen2_5_VLProcessor.apply_chat_template crash on batched input when padding=False." + "reason": "Same processor, same batched-input case, same padding=False crash; the titles and described failure align closely enough to be duplicates." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Different configuration bugs: Qwen3.5 num_labels propagation vs degenerate zero loss for single-label classification." + "reason": "Both concern classification configuration, but one is Qwen3.5 num_labels propagation and the other is a generic zero-loss problem with num_labels=1; different root causes." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device mismatch during CPU offload is unrelated to BigBirdTokenizer special-token registration and decode output." + "reason": "The CPU offload device mismatch and the BigBirdTokenizer special-token/decode issue are entirely different bugs." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is not the same as missing text_config unwrapping in composite Qwen 3.5/3.6 configs." + "reason": "Sliding-window behavior in Qwen3-MoE and from_config not unwrapping text_config in composite Qwen multimodal configs are not the same bug." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Runtime post-processor update for special tokens is a different tokenizer feature from DiaConfig losing custom token IDs on save/load." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert are unrelated." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures are unrelated." + "reason": "Special-token post-processor updates and DiaConfig losing custom token IDs after save/load are separate tokenizer/config issues." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation with cache/embeds are unrelated training/inference bugs." + "reason": "TrainerState token counting and progressive generation with past_key_values are unrelated." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is not the same as incorrect visual-encoder keys being saved in Qwen3.5." + "reason": "A warning about tie_word_embeddings during LoRA fine-tuning and incorrect visual encoder keys saved by Qwen3.5 are different problems." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Weight-only loading error for Qwen3VL is unrelated to incorrect vision_position_ids in qwen2.5-vl video input." + "reason": "Qwen3VL weight_only loading failure and Qwen2.5-VL video vision_position_ids are both VL-related but not the same code-path bug." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different failures: Perceiver non-default resolution handling vs dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + "reason": "Perceiver interpolation failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer loading regressions, but they target different models and likely different causes." + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different failure mechanisms." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init policy is unrelated to Qwen3.5 num_labels propagation." - }, - { - "left": "issue:45759", - "right": "issue:45859", - "accept": false, - "reason": "Missing text_config unwrapping is not the same as CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding.forward." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Model loading regression for physical-intelligence/fast is unrelated to PIL backend processors requiring torchvision." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Sliding-window issue for Qwen3-MoE is unrelated to missing Float8 storage type resolution." - }, - { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "trl SFT input-embedding unpacking and trainer.evaluate() after trainer.train() are different trainer workflows." - }, - { - "left": "issue:43421", - "right": "issue:43653", - "accept": false, - "reason": "Special-tokens runtime update behavior is a different bug than BigBirdTokenizer mask-token registration." - }, - { - "left": "issue:44062", - "right": "issue:44451", - "accept": false, - "reason": "AddedToken constructor TypeError is unrelated to loading ScandiBERT." - }, - { - "left": "issue:45588", - "right": "issue:45759", - "accept": false, - "reason": "Flash attention sink-less-model crash is unrelated to Qwen 3.5/3.6 config unwrapping." - }, - { - "left": "issue:43381", - "right": "issue:43844", - "accept": false, - "reason": "Gradient checkpointing in eval mode and exploding gradients under ZeRO-3 are different training issues." - }, - { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to OmDet-Turbo processor output-size mismatch." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": false, - "reason": "Both are HF_HUB_OFFLINE-related, but one is cache loading for tokenizers and the other is an unconditional model_info call in mistral regex patching." + "reason": "Loading physical-intelligence/fast and PIL processors requiring torchvision are separate regressions." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Runtime special-token/post-processor updates and LayoutLMv2 NER padding/truncation crashes are different tokenizer bugs." + "reason": "Composite config unwrapping and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The one accepted duplicate pair, issue:44514 vs issue:44545, is well supported by the identical titles and the metadata showing references; the rest of the soft-edge verdicts are appropriately marked false without overclaiming. Minor phrasing like \"essentially identical reproduction conditions\" is a bit stronger than the visible metadata alone, but not enough to undermine the overall assessment." + "feedback": "Grounded and conservative overall. The summary correctly centers the only clearly duplicate-looking pair in the packet, and the soft-edge rejections stay appropriately cautious without overstating evidence. The canonical issue choice is also supported by the earlier timestamp and near-identical title." }, "evaluator_used": true, "retried": false, @@ -4484,71 +4424,81 @@ "component_index": 1, "component_count": 17, "review_unit_index": 14, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:30064", "issue:36010", "issue:39692", "issue:40444", - "issue:41720", + "issue:42886", "issue:43295", - "issue:43322", "issue:43335", + "issue:43381", "issue:43421", "issue:43525", "issue:43531", "issue:43540", - "issue:43550", - "issue:43577", "issue:43596", "issue:43618", - "issue:43643", "issue:43653", "issue:43697", - "issue:43716", "issue:43720", "issue:43746", "issue:43756", - "issue:43818", "issue:43819", + "issue:43844", "issue:43873", "issue:43994", "issue:44008", "issue:44062", "issue:44186", "issue:44220", - "issue:44488", + "issue:44451", + "issue:44589", + "issue:44610", "issue:44661", "issue:44671", - "issue:44811", "issue:44843", - "issue:44898", - "issue:45072", + "issue:44918", + "issue:44936", "issue:45081", "issue:45183", "issue:45356", "issue:45381", "issue:45479", - "issue:45685", + "issue:45588", + "issue:45663", "issue:45704", + "issue:45759", "issue:45834", "issue:45859", - "issue:45907" + "issue:45907", + "issue:45923" ], "soft_pairs": [ - "issue:43994|issue:44671", - "issue:45704|issue:45859", - "issue:43525|issue:43531", - "issue:45081|issue:45356", - "issue:41720|issue:45704", - "issue:45356|issue:45907", + "issue:45704|issue:45923", + "issue:43531|issue:44589", + "issue:44918|issue:44936", + "issue:44062|issue:44451", + "issue:45663|issue:45923", + "issue:43421|issue:43653", + "issue:39692|issue:44610", + "issue:45588|issue:45759", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:45081|issue:45356", "issue:39692|issue:43873", + "issue:45356|issue:45907", "issue:43746|issue:43873", "issue:40444|issue:43746", "issue:43596|issue:44220", @@ -4561,233 +4511,216 @@ "issue:43653|issue:43720", "issue:30064|issue:36010", "issue:43335|issue:43756", - "issue:43295|issue:45834", - "issue:43716|issue:44008", - "issue:43550|issue:45072", - "issue:43550|issue:43819", - "issue:44062|issue:44488", - "issue:43322|issue:45685", - "issue:44186|issue:44898", - "issue:44843|issue:45081", - "issue:43577|issue:43818", - "issue:43421|issue:44811", - "issue:43531|issue:43643", - "issue:43653|issue:43819" + "issue:43295|issue:45834" ], - "prepared_review_unit_hash": "de36c963ba6b79a9602c92128260190d83c0597bf27bad482689aca04e70663e", + "prepared_review_unit_hash": "8fa040c68357dbf4ab15dd57a2af7090a999e9abf41cc6c7cb3d430755d737ec", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37471, - "estimated_input_tokens": 9368, - "estimated_eval_tokens": 18992 + "soft_pair_count": 30, + "serialized_chars": 37147, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: it spans unrelated bugs in tokenizers, multimodal processors, quantization/offload, model configs, and CI/documentation. None of the soft pairs look like the same underlying issue, so there is no duplicate cluster to collapse.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items do not share one concrete code path or failure mode, so treating any one as the cluster representative would be misleading.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad themes like tokenizers, multimodal models, or offline loading, but they do not describe the same concrete bug or change. I would not merge any of the candidate pairs.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No clear best issue for the cluster as a whole, because the issues are unrelated rather than variants of one bug. If forced, a broad/high-activity item could be picked, but it would not be representative.", + "best_issue_reason": "Issue 44843 is the clearest single report: it names a specific failing path (`_patch_mistral_regex` / `model_info()`), gives a focused offline-mode regression, and is more actionable than the rest of the mixed bag.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "Different subsystems: model/pipeline output correctness vs tokenizer-mapping/model addition logic." + "reason": "Different failures: T5 RMSNorm memory leak vs missing `supports_gradient_checkpointing` on Nemotron-3-Nano-Omni." }, { - "left": "issue:45704", - "right": "issue:45859", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Unrelated model/runtime bugs: T5 Apex RMSNorm memory leak vs Qwen3 MoE CPU offload incompatibility." + "reason": "Unrelated bugs: Qwen3-MoE `sliding_window` behavior vs a Float8 storage import/type error." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Different failures: missing pad_token_id on Llama4Config vs sliding_window handling in Qwen3-MoE." + "reason": "Different trainer failures: Qwen3.5 embedding unpacking in SFT vs `trainer.evaluate()` after `trainer.train()`." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Both involve tokenizer regex handling, but they are different concrete bugs with different triggers and symptoms." + "reason": "`AddedToken` constructor argument collision is unrelated to ScandiBERT model loading failure." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Different model/code-path issues: Qwen3 device mapping assert vs T5 Apex memory leak." + "reason": "Gemma-4 FSDP2 `shared_kv_states` KeyError is unrelated to Nemotron gradient-checkpointing flag." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Tokenizer regression vs repo file listing API forwarding; no shared underlying bug." + "reason": "Both concern tokenizers, but one is runtime post-processor updates and the other is BigBird mask-token registration/empty decode." }, { "left": "issue:39692", - "right": "issue:43873", + "right": "issue:44610", "accept": false, - "reason": "Documentation/model example errors are unrelated to quantization offloading behavior." + "reason": "Different multimodal problems: SigLIP2 doc example/quantization issues vs OmDet-Turbo processor size mismatch." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Local checkpoint/PEFT loading failure is a different path from quantization offload problems." + "reason": "Flash-attention `s_aux=None` crash is unrelated to Qwen multimodal `text_config` unwrapping in `from_config`." }, { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Multimodal dataset processing failure vs checkpoint loading with PEFT adapters." + "reason": "Both mention offline/tokenizer loading, but 44843 is a specific `_patch_mistral_regex`/`model_info()` bug while 42886 is a broader cache-load failure." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Deepspeed/BertModel init failure and audio fbank feature extraction are separate bugs." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 training gradient blow-up." }, { - "left": "issue:43746", - "right": "issue:45381", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "GraniteSpeech loading issue is unrelated to Qwen2.5-VL video position-id errors." + "reason": "Runtime special-token/post-processor update is not the same as LayoutLMv2 NER padding/truncation crashes." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Different multimodal models and different failures: video input ValueError vs Gemma3n name collision." + "reason": "Different model-specific output quality regressions: SigLIP2 inference vs CamemBERT masked LM predictions." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to DAC.from_latents / STE mismatch." + "reason": "Missing `pad_token_id` on `Llama4Config` is unrelated to Qwen3-MoE `sliding_window` behavior." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:45704", + "right": "issue:45859", "accept": false, - "reason": "Both are output regressions, but for different models and different concrete code paths." + "reason": "T5 Apex RMSNorm leak and Qwen3_5Moe CPU-offload incompatibility are different code paths." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Input validation messaging bug vs classification loss degeneracy; not the same issue." + "reason": "Related tokenizer-regex area, but one is an AttributeError on `backend_tokenizer` and the other is a codec-handling regression/warning issue." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Audio feature extraction failure and tokenizer-mapping model registration failure are unrelated." + "reason": "SigLIP2 doc/quantization errors are unrelated to general offloading-not-working-with-quantization behavior." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "BigBird special-token registration and BitNet weight unpacking are different bugs." + "reason": "Tokenizer regression in Kimi-K2.5 is unrelated to `list_repo_files` failing to forward `revision`." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Image segmentation-map processing and GenerationMixin import error are unrelated." + "reason": "Adapter loading from local checkpoints is unrelated to quantization/offloading behavior." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:40444", + "right": "issue:43746", "accept": false, - "reason": "Different model architectures and failures; no shared concrete defect." + "reason": "Qwen2.5-VL iterable-dataset multi-image failure is unrelated to GraniteSpeech PEFT adapter loading." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Processor/tokenizer regression and Kosmos2.5 OCR index error are different multimodal bugs." + "reason": "DeepSpeed ZeRO-3 init on BertModel is unrelated to `_torch_extract_fbank_features()`." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43746", + "right": "issue:45381", "accept": false, - "reason": "Image preprocessor dtype mismatch is unrelated to Gemma3n audio-mask variable collision." + "reason": "GraniteSpeech adapter loading and Qwen2.5-VL video `vision_position_ids` are different bugs." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is different from bfloat16 dtype mismatches in other models." + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to Gemma 3n `audio_mel_mask` variable collision." }, { - "left": "issue:43550", + "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different models and failure modes: compile+SDPA vs DAC latent conversion mismatch." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "AddedToken keyword collision and sleng-bert loading are not the same underlying bug." + "reason": "BitNet packed-weight loading and DAC latent/STE mismatch are unrelated." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Llava Next loading segfault and MPS histogram-on-int error are unrelated." + "reason": "CLIPOutput attentions assignment regression is unrelated to RTDetrV2 output differences." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Tokenizer NER/padding crash vs Perceiver image-resolution failure are different paths." + "reason": "Input validation XOR messaging bug is unrelated to the single-label classification zero-loss regression." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Same helper function, but different defects: offline model_info call vs backend_tokenizer attribute crash." + "reason": "Audio fbank extraction failure is unrelated to `add-new-model-like` failing in `TOKENIZER_MAPPING_NAMES`." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Blip2 dtype loading bug and Video-LLaVA temporal-attention/weight-sharing issue are unrelated." + "reason": "BigBird special-token registration bug is unrelated to BitNet accelerate-loading unpacking." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Runtime special-token post-processing update bug is different from Whisper batch_decode skip_special_tokens handling." + "reason": "Void segmentation-map processing and `GenerationMixin` import failure are unrelated." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer drop are different model-configuration bugs." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "BigBird tokenizer special-token registration and DAC latent conversion are unrelated bugs." + "reason": "Custom processor/tokenizer image regression is unrelated to Kosmos2.5 long OCR index errors." } ] }, @@ -4803,294 +4736,295 @@ "component_index": 1, "component_count": 17, "review_unit_index": 15, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:30064", - "issue:34634", - "issue:36010", "issue:36331", "issue:39692", "issue:41720", - "issue:42175", + "issue:43322", + "issue:43421", + "issue:43531", "issue:43540", + "issue:43550", "issue:43577", "issue:43582", - "issue:43606", "issue:43643", "issue:43644", - "issue:43720", + "issue:43653", + "issue:43716", "issue:43749", "issue:43782", + "issue:43818", + "issue:43819", "issue:43825", "issue:43827", "issue:43994", - "issue:44060", + "issue:44008", + "issue:44062", "issue:44186", - "issue:44291", - "issue:44368", "issue:44442", "issue:44448", "issue:44479", "issue:44485", + "issue:44488", "issue:44509", "issue:44561", - "issue:44610", "issue:44671", - "issue:44805", + "issue:44811", "issue:44821", + "issue:44843", "issue:44877", - "issue:44936", + "issue:44898", "issue:44977", "issue:44991", "issue:45020", "issue:45072", "issue:45081", "issue:45084", - "issue:45325", "issue:45381", - "issue:45406", "issue:45584", - "issue:45701", + "issue:45685", "issue:45834" ], "soft_pairs": [ + "issue:43716|issue:44008", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43322|issue:45685", + "issue:44062|issue:44488", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43577|issue:43818", + "issue:43531|issue:43643", + "issue:43421|issue:44811", + "issue:43653|issue:43819", "issue:43643|issue:44877", "issue:43540|issue:45381", "issue:43782|issue:44977", "issue:44448|issue:44671", "issue:45584|issue:45834", - "issue:43644|issue:43749", "issue:43825|issue:43994", - "issue:44485|issue:44509", "issue:44561|issue:45020", + "issue:44485|issue:44509", "issue:39692|issue:45834", + "issue:43644|issue:43749", "issue:44821|issue:45084", - "issue:41720|issue:44991", "issue:30064|issue:36331", + "issue:41720|issue:44991", "issue:44186|issue:44442", "issue:43825|issue:43827", "issue:43577|issue:43582", - "issue:44479|issue:45834", - "issue:44805|issue:44936", - "issue:44671|issue:45701", - "issue:43606|issue:45072", - "issue:34634|issue:36010", - "issue:44610|issue:45072", - "issue:43782|issue:45325", - "issue:43720|issue:45072", - "issue:42175|issue:45081", - "issue:45081|issue:45406", - "issue:43749|issue:44291", - "issue:44060|issue:44368" + "issue:44479|issue:45834" ], - "prepared_review_unit_hash": "44075519b3a63e5f0ddd475f221da71d0e3016f8e8185d7a215a705b4ac1a3e9", + "prepared_review_unit_hash": "ba4ac4b2191cc6bb97936822564f64be7e57dcef8f5efd8c82896361f730151e", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35677, - "estimated_input_tokens": 8920, - "estimated_eval_tokens": 18096 + "serialized_chars": 36173, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers bug reports. The only near-duplicate pair is the v5 pipeline-removal docs/error-message fallout; the rest are distinct model-, tokenizer-, loading-, or dtype-specific regressions. No PRs were provided.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 45020 is the broadest and most representative umbrella report in the set: it covers recent-version regressions affecting `remote_code` models, has active discussion, and can anchor the cluster better than the narrower model-specific reports.", + "summary": "The cluster is mostly a loose collection of unrelated Transformers issues. Only two soft pairs look like true duplicates/near-duplicates: the v5 pipeline-removal docs/error-message fallout, and the remote_code breakage caused by removal of `is_torch_fx_available`.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the broadest open umbrella in the set, centered on recent `remote_code` regressions and able to absorb the more specific breakage reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best overall issue to keep as the canonical tracker because it is the most general and central report, with enough discussion/inbound references to serve as an umbrella for related breakages.", + "best_issue_reason": "issue:45020 is the best global representative because it captures a cross-cutting compatibility regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Both involve config loading, but one is missing fields from `trust_remote_code` config objects while the other is strict config loading for `granite_speech`; different failure modes." + "reason": "Different bugs in different code paths: image preprocessor dtype mismatch vs a Gemma3n variable-name collision in forward()." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Different models and different video-processing bugs: Qwen3OmniMoe ValueError vs Qwen2.5-VL wrong `vision_position_ids`." + "reason": "Unrelated model failures: Bamba torch.compile/SDPA issue vs dtype mismatch in SwitchTransformers/TimmWrapperModel inference." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Unrelated symptoms: Qwen3VL `weight_only=True` load error vs Qwen3.5 flash-attention generation failure." + "reason": "Different models and failures; no shared concrete bug path." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Different models and outputs: Pegasus v4/v5 output drift vs CamemBERT MLM prediction regression." + "reason": "A Llava Next loading segfault and an MPS histogram kernel limitation are not the same bug." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Whisper empty-transcription failure and Kosmos2.5 OCR index error are distinct code paths." + "reason": "Both are tokenizer-loading themed, but the failures are different and not clearly the same underlying defect." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Both touch loading, but one is non-persistent buffer initialization junk and the other is FSDP CPU RAM efficient loading; not the same bug." + "reason": "Completely different model/component paths: LayoutLMv2 tokenizer crash vs Perceiver image classification resolution issue." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Both mention pipeline-related behavior, but one is a bad error message and the other is a SigLIP2 model/processor mismatch plus quantization failure." + "reason": "Both touch `_patch_mistral_regex`, but one is an offline `model_info()` call and the other is an attribute error on tokenizer internals; too distinct to merge as duplicates." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Different scope: GLM-5 RoPE implementation discussion vs stale docs mentioning removed pipeline tasks." + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated bugs." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Related broad theme around `remote_code`, but 44561 is a specific `is_torch_fx_available` removal breakage and 45020 is a wider umbrella report." + "reason": "Qwen3-MoE sliding-window behavior and `trust_remote_code` config field loss are separate issues." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Different models and problems: SigLIP2 example errors vs Kosmos2.5 long-OCR index error." + "reason": "Both involve token handling, but one is runtime special-token updates and the other is Whisper decode behavior; not the same bug." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "AutoImageProcessor-from-URL loading and template compilation errors are unrelated." + "reason": "BigBird special-token registration and DAC latent/forward mismatch are unrelated." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Different subsystems: Qwen3 device-map CUDA assert vs tokenizer loading failure for EMBEDDIA/est-roberta." + "reason": "Different config-loading problems with no shared concrete failure path." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "ImageProcessor void segmentation handling and CustomTrainer `compute_loss` signature mismatch are unrelated." + "reason": "Both are video-related Qwen issues, but they affect different models and different failures." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and FastSpeech2Conformer tokenizer loading failure are different tokenizer issues." + "reason": "Different Qwen3-family issues: weight-only loading error vs flash-attention generation failure." }, { - "left": "issue:43825", - "right": "issue:43827", - "accept": true, - "reason": "Same underlying v5 pipeline-removal fallout: one reports the bad runtime error message, the other the stale docs referencing removed summarization/translation pipeline tasks." - }, - { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Blip2 dtype preservation bug and Apple Silicon `caching_allocator_warmup` TypeError are unrelated." + "reason": "Separate model regressions with different symptoms and code paths." }, { - "left": "issue:44479", + "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Different regressions: Qwen2.5/3.5 VL video-input issue vs Kosmos2.5 OCR index error." + "reason": "Whisper empty-transcription behavior and Kosmos2.5 long-OCR indexing are unrelated." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Mask-shape indexing error and trainer evaluate-after-train failure are separate bugs." + "reason": "Both mention pipeline/model output problems, but one is a v5 pipeline deprecation message and the other is a SigLIP2 model-output regression." }, { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "CamemBERT masked-LM regression and vague tokenization change report are not the same concrete bug." + "left": "issue:44561", + "right": "issue:45020", + "accept": true, + "reason": "`issue:44561` is a specific `remote_code` breakage caused by removing `is_torch_fx_available`; `issue:45020` is the broader umbrella for the same class of recent `remote_code` regressions." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "CPU offload device-mismatch for Bark and bfloat16 dtype mismatches for SwitchTransformers/TimmWrapper are different issues." + "reason": "RoPE implementation discussion and pipeline-doc references are unrelated." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "BarkProcessor `voice_preset` failure and `GenerationMixin` import error are unrelated." + "reason": "SigLIP2 documentation/model mismatch and Kosmos2.5 OCR indexing are different problems." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Processor output size mismatch for OmDet-Turbo vs bfloat16 dtype mismatch in unrelated models." + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are distinct issues." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Different Qwen VL regressions: `weight_only=True` load error vs still-image temporal position-id scaling bug." + "reason": "AutoImageProcessor URL loading and a Jinja/template compilation error are unrelated." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "BitNet packed-weight unpacking bug and bfloat16 dtype mismatch are different model-loading paths." + "reason": "ImageProcessor void segmentation maps and CustomTrainer compute_loss kwargs are different bugs." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "TensorFlow backend packaging and Mistral regex patch crash are unrelated." + "reason": "Qwen device-mapping crash and tokenizer-loading failure for EMBEDDIA/est-roberta are unrelated." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Different tokenizer/processor bugs: Mistral regex patch vs Gemma4Processor missing `_tokenizer`." + "reason": "LayoutLMv2 tokenizer padding/NER crash and FastSpeech2Conformer AutoTokenizer loading are different failures." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43825", + "right": "issue:43827", + "accept": true, + "reason": "Both are fallout from v5 pipeline removals: one is incorrect error text, the other is stale docs still referencing removed pipeline tasks." + }, + { + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "FSDP CPU RAM efficient loading and `init_empty_weights` unexpected `_is_hf_initialized` argument are separate loading regressions." + "reason": "BLIP2 dtype propagation and Apple Silicon allocator warmup TypeError do not share the same bug." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Different Qwen3-Next warning behaviors: incorrect tied-weights mapping vs noisy `tie_word_embeddings=False` warning." + "reason": "Different model families and failure modes: Qwen video-input regression vs Kosmos2.5 long OCR input indexing." } ] }, "evaluator_result": { "accept": true, - "feedback": "The canonical choice is grounded in the packet: issue 45020 is the broadest remote_code umbrella and has enough activity/inbound references to justify centering the cluster. The summary stays conservative overall, and the lone accepted soft pair (43825/43827) is clearly tied to the same v5 pipeline-removal fallout. No PR-pair mergeability concerns apply because no PRs were provided." + "feedback": "The summary is grounded in the packet and stays fairly conservative. The choice of issue:45020 as the broad umbrella for recent `remote_code` regressions is well supported by the title, and the two accepted soft pairs are plausibly same-bug/near-duplicate umbrella cases. The rejected pairs mostly track clearly different models, components, or failure modes, so I don\u2019t see obvious overstatement." }, "evaluator_used": true, "retried": false, @@ -5103,31 +5037,26 @@ "component_index": 1, "component_count": 17, "review_unit_index": 16, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:34634", "issue:36010", "issue:36331", - "issue:38175", - "issue:39692", + "issue:42175", "issue:43257", "issue:43262", "issue:43329", "issue:43452", - "issue:43454", "issue:43526", - "issue:43531", - "issue:43550", - "issue:43577", "issue:43582", + "issue:43606", "issue:43638", - "issue:43645", "issue:43650", "issue:43653", "issue:43696", @@ -5135,32 +5064,48 @@ "issue:43720", "issue:43742", "issue:43746", + "issue:43749", + "issue:43782", "issue:43819", - "issue:43854", "issue:43906", - "issue:43927", - "issue:44479", + "issue:44060", + "issue:44291", + "issue:44368", "issue:44554", - "issue:44568", "issue:44589", "issue:44610", + "issue:44671", + "issue:44805", "issue:44811", "issue:44857", "issue:44912", "issue:44936", - "issue:44977", "issue:44991", "issue:45020", "issue:45042", + "issue:45072", + "issue:45081", "issue:45084", - "issue:45356", + "issue:45325", + "issue:45406", "issue:45459", - "issue:45488", "issue:45538", "issue:45600", + "issue:45701", "issue:45803" ], "soft_pairs": [ + "issue:44805|issue:44936", + "issue:44671|issue:45701", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:44060|issue:44368", "issue:43650|issue:43906", "issue:43582|issue:44857", "issue:43262|issue:43819", @@ -5168,238 +5113,213 @@ "issue:43526|issue:44554", "issue:45459|issue:45803", "issue:34634|issue:36331", + "issue:45084|issue:45538", "issue:43653|issue:44912", "issue:43329|issue:45600", - "issue:45084|issue:45538", "issue:43742|issue:45020", "issue:43638|issue:44936", + "issue:43746|issue:44811", "issue:43257|issue:43329", "issue:43452|issue:44991", - "issue:43746|issue:44811", "issue:43257|issue:43696", - "issue:44589|issue:45042", - "issue:43854|issue:44977", - "issue:38175|issue:44610", - "issue:39692|issue:44912", - "issue:43819|issue:43927", - "issue:36010|issue:43645", - "issue:43454|issue:43577", - "issue:43550|issue:44912", - "issue:43720|issue:44610", - "issue:44568|issue:45488", - "issue:43262|issue:44811", - "issue:43329|issue:44479", - "issue:43531|issue:45042", - "issue:44568|issue:45356" + "issue:44589|issue:45042" ], - "prepared_review_unit_hash": "023f8ab5e89266279ca36f6eb6c1ae6d291f2274ce140feaed1e0e4c69b04363", + "prepared_review_unit_hash": "79929f7b3c6599a2c5a15f076c0ebd168267f88e06d86834a959b7d330e90d12", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36932, - "estimated_input_tokens": 9233, - "estimated_eval_tokens": 18722 + "soft_pair_count": 28, + "serialized_chars": 36441, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly superficial similarity matches rather than true duplicates. They span unrelated bugs across tokenizers, processors, training, quantization, and model-loading paths, so no soft edge is safe to merge.", + "summary": "These items are mostly distinct Transformers bug reports that only look similar at a high level (loading, tokenization, dtype, processor, or trainer issues). I do not see any pair that should be merged as true duplicates or same-code-path fixes.", "confidence": 0.94, - "canonical_issue_reason": "issue:45020 is the broadest open umbrella for recent Transformers v5 model-loading regressions, but the cluster is too heterogeneous for a true duplicate canonical.", + "canonical_issue_reason": "Issue 45020 is the broadest umbrella here: it describes recent Transformers versions breaking remote_code models, which overlaps with several loading/tokenizer regressions, but it is still too general to be a strong duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best global anchor because it is broad and current; the other issues are narrower, model-specific failures that do not form one coherent duplicate set.", + "best_issue_reason": "Issue 45020 is the best single representative for the cluster because it is open, broad, and captures the widest class of version-regression loading failures among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Completely unrelated: a vague data request vs a reproduction of a separate transformers bug." + "reason": "Different failures: mask/index shape mismatch vs evaluate-after-train behavior." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Different subsystems and failures: Apple Silicon allocator TypeError vs CUDA/AMP loss crash." + "reason": "CamemBERT masked-LM predictions bug is not the same as a generic tokenization-version change report." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to DAC latent decoding/STE behavior." + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different code paths." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Different models and code paths: BeitImageProcessorFast label reduction vs RTDetrV2 output regression." + "reason": "Bark voice_preset malfunction is unrelated to the GenerationMixin import error." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "No overlap beyond being correctness bugs; BEiT label reduction and MPS attention issues are unrelated." + "reason": "Processor image-size mismatch vs inference dtype mismatch; not the same bug." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Both involve exception handling, but in different tokenizer utilities and with different root causes/code paths." + "reason": "Qwen3VL weight_only load error and rope-index scaling bug are different issues." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Voice preset behavior in BarkProcessor is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "Packed-weight unpacking in BitNet is separate from bfloat16 dtype mismatch." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to MXFP4 quantization fallback for gpt-oss." + "reason": "Missing TensorFlow backend in torch install is unrelated to a Mistral tokenizer regex crash." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Video multimodal token counting bug and auto_mappings CI break are unrelated issues." + "reason": "Both are tokenizer/processor attribute errors, but they affect different models and different missing attributes." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Compiler template-node error is unrelated to CLIPTokenizer's model_max_length constant." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized are different loading bugs." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "A single model loading KeyError is not the same as the broad remote_code regression reported in the other issue." + "reason": "Similar warning theme, but different models and different tie-weight warning behavior." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Deepspeed ZeRO3/empty-parameter index error is unrelated to evaluate() failing after train()." + "reason": "A non-technical placeholder issue is not a duplicate of a reproduction for issue 38071." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Qwen3-MoE weight conversion/loading bug is unrelated to undefined variables in multimodal video token counting." + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are unrelated." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Both concern loading, but one is gguf_file support and the other is a tokenizer regression for a specific model." + "reason": "Audio chat-template sampling-rate default is unrelated to DAC latent reconstruction mismatch." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are distinct failures." + "reason": "BEiT reduce_labels bug and RTDetrV2 output drift are different model behaviors." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Qwen3-MoE loading bug is unrelated to a GPT-oss CUDA out-of-memory report." + "reason": "No shared code path: BEiT label reduction vs MPS attention correctness." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Float8 storage lookup error and PIL backend torchvision dependency regression are unrelated." + "reason": "Both are bad exception handling, but they are different functions and different swallowed errors." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading issue is not the same as Qwen3.5 flash-attention generation failure." + "reason": "BarkProcessor preset handling is unrelated to CustomTrainer.compute_loss kwargs." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo processor/model size mismatch." + "reason": "Template compilation error and CLIPTokenizer max_length bug are unrelated." }, { - "left": "issue:39692", + "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 documentation errors and gpt-oss quantization fallback are different problems." - }, - { - "left": "issue:43819", - "right": "issue:43927", - "accept": false, - "reason": "DAC latent/forward mismatch and DiaConfig token-ID persistence are unrelated." + "reason": "BigBird special-token registration and MXFP4 quantization fallback are separate issues." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "GenerationMixin import path break and custom-model notebook initialization are different v5 issues." + "reason": "Undefined multimodal-token variables and stale auto_mappings config references are different CI/code bugs." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "AyaVision lm_head tying bug and BLIP2 dtype propagation bug affect different models and code paths." + "reason": "MobileLLM key error may be version-related, but it is not the same concrete bug as remote_code breakage in general." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to MXFP4 quantization fallback." + "reason": "Zero3/Bert index error and trainer.evaluate() failure after train are distinct trainer/runtime problems." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to an OmDet-Turbo input-size mismatch." + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Both are tokenizer regressions, but they hit different tokenizers and different behaviors; not the same bug." + "reason": "Qwen3 MOE weight conversion/loading issue and multimodal token counting bug do not share a fix." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Audio sampling-rate default in apply_chat_template and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Tokenizer/model loading with gguf_file and EMBEDDIA tokenizer loading regression are different failure modes." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Undefined video-token helper variables and a broader v5.3.0 video-input regression are not the same concrete defect." + "reason": "Weight conversion/loading bug is not an out-of-memory issue." }, { - "left": "issue:43531", + "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding window behavior and PIL backend torchvision dependency are unrelated." - }, - { - "left": "issue:44568", - "right": "issue:45356", - "accept": false, - "reason": "Different tokenizer regressions: special-token addition vs codec/regex warning behavior in Kimi-K2.5." + "reason": "Float8 storage lookup failure and torchvision requirement regression are unrelated." } ] }, @@ -5415,305 +5335,296 @@ "component_index": 1, "component_count": 17, "review_unit_index": 17, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ - "issue:33357", "issue:34567", "issue:36010", "issue:36331", + "issue:38175", + "issue:39692", "issue:40990", - "issue:41720", - "issue:42175", "issue:42915", "issue:43257", - "issue:43317", + "issue:43262", "issue:43329", "issue:43450", "issue:43452", - "issue:43540", + "issue:43454", + "issue:43531", + "issue:43550", "issue:43577", "issue:43582", "issue:43606", "issue:43643", + "issue:43645", "issue:43697", + "issue:43720", "issue:43742", "issue:43749", "issue:43756", - "issue:43824", + "issue:43819", + "issue:43854", "issue:43927", "issue:43931", - "issue:44062", "issue:44291", "issue:44479", - "issue:44560", + "issue:44568", + "issue:44610", "issue:44756", - "issue:44821", + "issue:44811", "issue:44849", "issue:44912", - "issue:44938", + "issue:44977", "issue:44987", - "issue:44991", "issue:45042", - "issue:45072", - "issue:45137", + "issue:45356", "issue:45357", "issue:45381", - "issue:45405", + "issue:45488", "issue:45538", "issue:45701", "issue:45759", - "issue:45859", - "issue:45907" + "issue:45859" ], "soft_pairs": [ + "issue:38175|issue:44610", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43454|issue:43577", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:43531|issue:45042", "issue:43749|issue:44756", - "issue:36010|issue:36331", "issue:44849|issue:45701", + "issue:36010|issue:36331", + "issue:44568|issue:45356", "issue:43643|issue:45759", - "issue:43257|issue:43931", - "issue:43329|issue:43450", + "issue:44568|issue:45488", "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43257|issue:43931", "issue:43606|issue:45859", "issue:43257|issue:43756", "issue:43697|issue:45357", "issue:43452|issue:43582", - "issue:44291|issue:45042", - "issue:44987|issue:45907", - "issue:42915|issue:43742", "issue:44987|issue:45538", - "issue:33357|issue:34567", + "issue:44291|issue:45042", "issue:44479|issue:45381", - "issue:41720|issue:43540", - "issue:43927|issue:44912", - "issue:42915|issue:44821", - "issue:42915|issue:45538", - "issue:43577|issue:45072", - "issue:43317|issue:45538", - "issue:43540|issue:44479", - "issue:42175|issue:43824", - "issue:43540|issue:44560", - "issue:44062|issue:44991", - "issue:42175|issue:44938", - "issue:45137|issue:45405" + "issue:42915|issue:43742" ], - "prepared_review_unit_hash": "20d828a995cf07e15b099110ed621c1d311899900d2fdca9910b832d2b9ab313", + "prepared_review_unit_hash": "9dd1b3a2f9452fa9b2dc028957d1462187cdf7dcf3825ab877e5bd390311a5d0", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35776, - "estimated_input_tokens": 8944, - "estimated_eval_tokens": 18144 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36350, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports clustered by superficial similarity in model loading, offload, and multimodal/video wording. I only see one likely duplicate pair around the Qwen v5.3.0 video-input regression; the rest look like distinct bugs and should not be merged.", - "confidence": 0.94, - "canonical_issue_reason": "Use issue:44479 as the canonical issue: it is the broadest and clearest description of the Qwen v5.3.0 video-input regression, and issue:45381 reads like a specific manifestation of the same problem.", + "summary": "These pairs are mostly loose topical matches across transformers/model-loading regressions, not true duplicates. The issues usually involve different models, different failure modes, or different code paths, so none of the soft edges should be merged. No PRs were provided.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella item here: it describes version-dependent tokenization changes and has multiple references, making it the best representative of the only partially shared theme in this set. The other issues are more specific and not duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best issue representative because it captures the shared regression at the right level of abstraction while naming the affected model families and version.", + "best_issue_reason": "45701 is the most general, central issue among the set and best serves as a representative anchor for the tokenization/regression subgroup. It still should not absorb the more specific model-, processor-, or loading-related bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43749", - "right": "issue:44756", - "accept": false, - "reason": "Both are loading/memory-related, but one is FSDP CPU RAM efficient loading and the other is mmap OOM on Strix Halo; different mechanisms and fixes." - }, - { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "An ImportError for GenerationMixin is unrelated to a Trainer.compute_loss signature break." + "reason": "Both are vision-model bugs, but one is unexpected zero probabilities in SigLIP2 and the other is a processor/model input-size mismatch in OmDet-Turbo. Different models and different failure modes." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "One is a Qwen3.5 output_hidden_states bug; the other is a tokenizer/version-dependent tokenization change. Different layers of the stack." + "reason": "Both mention Qwen-related loading/generation problems, but one is a unit-test model-loading issue and the other is a flash-attention generation regression. Not the same code-path bug." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Both concern config/model construction, but missing fields from trust_remote_code and not unwrapping text_config are distinct code paths." + "reason": "SigLIP2 docs example errors are about example/model-processor mismatch and quantization failure; git-oss-20b MXFP4 is a quantization fallback/loading issue. Distinct bugs." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Different models and failures: Qwen3 MOE weight conversion with accelerate/deepspeed versus Qwen3-VL weight shape mismatch." + "reason": "DAC.from_latents vs forward mismatch is a codec/quantization consistency bug, while DiaConfig loses custom token IDs on save/load and breaks generation. Unrelated subsystems." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Both mention video, but one is undefined helpers in multimodal token counting and the other is a batched video processor shape bug." + "reason": "GenerationMixin import failure and notebook custom model initialization problems are both Transformers 5 issues, but they affect different APIs and causes." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "TrainerState token counting and high perplexity on gpt-oss are unrelated problems." + "reason": "AyaVision lm_head tying failure causing garbage text is a multimodal weight-tying bug; Blip2 dtype staying float32 is a loading/dtype propagation issue. Not duplicates." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Both involve CPU offload, but they affect different models and different failure points; not the same concrete bug." + "reason": "BitNet packed weights not unpacked during accelerate loading is a model-loading bug; OmDet-Turbo\u2019s 640px processor output is an image preprocessing mismatch. Different paths." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE layer selection are unrelated." + "reason": "Bamba-9B-v2 torch.compile+SDPA failure is a compilation/runtime issue, while git-oss-20b MXFP4 falling back to bf16 is a quantization loading issue." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained key handling are separate issues." + "reason": "Audio apply_chat_template defaulting to 16kHz is a sampling-rate default bug; Whisper batch_decode ignoring skip_special_tokens is a decoding-parameter propagation bug." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "gguf_file loading failures and an Apple Silicon caching_allocator_warmup TypeError do not share a code path." + "reason": "The video branch undefined-variable bug in _get_num_multimodal_tokens is a helper logic error; the v5.3 video regression spans multiple VLMs and position-id handling. Related area, different defect." }, { - "left": "issue:44291", + "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and PIL backend requiring torchvision are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and PIL backend requiring torchvision are unrelated regressions in different subsystems." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and forwarding revision in list_repo_files are unrelated." + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING is a distributed-loading regression; Disable mmap on Strix Halo is a platform-specific OOM workaround. Not the same issue." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Qwen3Moe fine-grained FP8 loading failure and MobileLLM-125M key error are different loading bugs." + "reason": "Qwen3.5 output_hidden_states bug is a model forward-path regression, while 45701 is a broad tokenization-change report. Different functionality." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Model loading regression and CLIPTokenizer max length handling are unrelated." + "reason": "GenerationMixin import error and CustomTrainer.compute_loss num_items_in_batch TypeError are both API regressions, but they involve unrelated modules and fixes." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "MacOS bus error with CLIP and TrainerState token counting are not the same bug." + "reason": "mdeberta-v3-base add_special_tokens regression and Kimi-K2.5 codec handling warning/regression are tokenizer issues, but they affect different tokenizers and behavior." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both describe the same v5.3.0 Qwen2.5-VL video-input regression; 45381 looks like a specific symptom of the broader regression in 44479." + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and AutoModelForCausalLM.from_config not unwrapping text_config are both config-loading issues, but the API failures differ." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert and Qwen3OmniMoe video processing ValueError are different failures." + "reason": "Both are tokenizer-related, but one is BOS/EOS insertion in mdeberta and the other is LlamaTokenizer overriding ByteLevel with Metaspace for DeepSeek models. Not duplicates." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "DiaConfig save/load token ID loss and MXFP4 quantization fallback are unrelated." + "reason": "TrainerState token counting not updating and gpt-oss-20b perplexity are unrelated training/benchmarking problems." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are different problems." + "reason": "Undefined video-token helper variables and batched video processor shape are both video-path issues, but one is a missing-symbol bug and the other is an output-shape bug." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are unrelated." + "reason": "Qwen3 MOE weights not converted under accelerate+deepspeed and Qwen3-VL-30B shape mismatch are both loading issues, but they target different model families and failure modes." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "BLIP2 dtype mismatch and SwitchTransformers/TimmWrapperModel bf16 mismatch are separate model-specific dtype bugs." + "reason": "CPU offload device mismatch for bark-small and Qwen3_5MoeTextRotaryEmbedding incompatibility with CPU offload are both offload-related, but they are separate model-specific bugs." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "device_map auto offload/dequantized model loading is unrelated to CLIPTokenizer max length." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is a loading/conversion bug; Smollm3 RoPE layer dropping is a model-architecture mismatch. Different defects." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Different video bugs in different model families; Qwen3OmniMoe ValueError is not the same as the broader Qwen2.5-VL/Qwen3.5 video regression." + "reason": "RTDetrV2 different outputs in Transformers v5 and Qwen3.5 save_pretrained saving wrong visual encoder keys are both regressions, but one is inference behavior and the other is serialization." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Missing TensorFlow backend in a pip extra is unrelated to a missing Qwen2_5_VLForConditionalGeneration import." + "reason": "gguf_file breaking from_pretrained and caching_allocator_warmup TypeError on Apple Silicon are unrelated loader/platform issues." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Qwen3-vl-embedding StopIteration are distinct video-input failures." + "reason": "Loading physical-intelligence/fast fails in v5.1.0, while CLIPTokenizer using 10**30 model_max_length is a tokenizer constant bug. No shared code-path." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "AddedToken special-argument duplication and tokenizer loading for EMBEDDIA/est-roberta are different tokenizer bugs." + "reason": "init_empty_weights unexpected _is_hf_initialized argument and PIL backend requiring torchvision are entirely separate regressions." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Missing TensorFlow in an install extra and Python 3.14 import failure are unrelated environment/package issues." + "reason": "v5.3 video input regression across Qwen VLMs and qwen2.5-vl video vision_position_ids bug overlap in subject area, but one is broad regression and the other is a specific positional-id error." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and MIN_PEFT_VERSION bump are unrelated." + "reason": "Qwen3Moe failing with FineGrainedFP8Config and MobileLLM-125M key error during load are different model-loading problems with different causes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted pair, issue:44479 vs issue:45381, is plausibly the same Qwen 5.3.0 video-input regression at different levels of specificity. The other soft pairs are rejected with reasons that match the issue titles and do not overclaim shared root causes." - }, - "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 }, @@ -5722,319 +5633,312 @@ "component_index": 1, "component_count": 17, "review_unit_index": 18, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:28282", "issue:29127", + "issue:33357", "issue:34567", "issue:34689", "issue:36331", "issue:38175", + "issue:41720", "issue:42175", "issue:42915", - "issue:43452", + "issue:43317", "issue:43493", "issue:43526", - "issue:43531", "issue:43540", + "issue:43577", "issue:43582", - "issue:43643", - "issue:43688", - "issue:43697", - "issue:43720", "issue:43742", "issue:43749", "issue:43756", "issue:43782", + "issue:43824", "issue:43906", + "issue:43927", "issue:43994", "issue:44062", "issue:44291", - "issue:44484", + "issue:44479", "issue:44488", - "issue:44514", - "issue:44589", - "issue:44704", + "issue:44560", "issue:44737", - "issue:44792", "issue:44821", "issue:44898", - "issue:44964", - "issue:45042", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45072", "issue:45081", - "issue:45216", + "issue:45137", "issue:45325", - "issue:45375", "issue:45381", "issue:45405", "issue:45479", + "issue:45538", "issue:45588", - "issue:45600", - "issue:45823" + "issue:45823", + "issue:45907" ], "soft_pairs": [ + "issue:33357|issue:34567", + "issue:44987|issue:45907", + "issue:41720|issue:43540", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:42915|issue:45538", + "issue:43317|issue:45538", + "issue:42175|issue:43824", + "issue:43577|issue:45072", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:42175|issue:44938", + "issue:44062|issue:44991", "issue:38175|issue:44898", + "issue:45137|issue:45405", "issue:42175|issue:44488", "issue:44737|issue:45588", - "issue:28282|issue:34689", "issue:43906|issue:45381", + "issue:28282|issue:34689", "issue:42915|issue:43749", - "issue:43742|issue:44291", "issue:43526|issue:45479", - "issue:28282|issue:29127", + "issue:43742|issue:44291", "issue:43582|issue:43782", - "issue:43540|issue:45823", + "issue:28282|issue:29127", "issue:43756|issue:45325", + "issue:43540|issue:45823", "issue:43493|issue:43994", "issue:34567|issue:36331", "issue:44291|issue:44821", - "issue:44062|issue:45081", - "issue:43643|issue:45375", - "issue:43452|issue:44488", - "issue:44792|issue:44964", - "issue:45042|issue:45081", - "issue:43742|issue:44589", - "issue:43531|issue:44821", - "issue:45405|issue:45600", - "issue:43697|issue:45216", - "issue:43688|issue:43749", - "issue:44484|issue:44704", - "issue:44514|issue:45381", - "issue:43720|issue:44898" + "issue:44062|issue:45081" ], - "prepared_review_unit_hash": "8103e143b8f9d76fb75d711ade97aeafb21ec3aa166b27715116ce68e151b893", + "prepared_review_unit_hash": "2cc850285e44b37ac9d16a04d3f658af64d773485952bd2ab3205251ae9fe7ce", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35777, - "estimated_input_tokens": 8945, - "estimated_eval_tokens": 18146 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, + "soft_pair_count": 30, + "serialized_chars": 36329, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated closed Transformers issues rather than a true duplicate cluster. None of the soft pairs look like the same concrete bug/change with enough confidence to merge.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43749 has the strongest signal in this set (highest discussion/inbound references) and is a concrete, broadly impactful failure report, so it is the best anchor issue among otherwise unrelated tickets.", + "summary": "Mostly heterogeneous closed issues. The clearest duplicate-like cluster is the Qwen video-input regression area, but it should be handled conservatively: 44479 is the strongest anchor, 43540 looks adjacent/possibly related, and 44560 does not have enough concrete evidence to be merged with 43540. A second plausible cluster is the SigLIP2 discrepancy pair (43493/43994). No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 44479 is the broadest, most root-cause-oriented Qwen video-input regression report, so it is the best anchor for the limited Qwen-related overlap in this packet.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the most actionable and representative issue here: it describes a specific broken loading path with substantial discussion and external references.", + "best_issue_reason": "44479 is the strongest representative issue because it describes the shared Qwen video-input regression at the highest level; 43540 is the closest neighboring symptom, while 44560 is not supported strongly enough to join the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Different models and failure modes: zero probabilities in SigLIP2 vs resolution/interpolation failure in Perceiver." + "reason": "Different failures in unrelated areas: CLIP/MacOS bus error vs TrainerState token counting." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Backend packaging/dependency issue vs model loading failure for a specific checkpoint; not the same bug." + "reason": "Different bug classes: model loading failure vs repository file listing not forwarding revision." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Unrelated code paths: XLNet CPU tensor creation vs flash attention auxiliary-sink crash." + "reason": "Both mention Qwen, but the concrete failures differ: auto device-map cuda assert vs video-input ValueError." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Generic PyTorch import error vs a regression loading Llama 3.2 Vision; different root causes." + "reason": "Unrelated: FineGrainedFP8/Qwen3Moe config handling vs AutoImageProcessor URL loading." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "No clear evidence they target the same bug; one is a reproduction of another issue, the other is a Qwen2.5-VL video position-id problem." + "reason": "Different code paths: DiaConfig save/load token IDs vs MXFP4 quantization fallback to bf16." }, { "left": "issue:42915", - "right": "issue:43749", - "accept": false, - "reason": "Different subsystems and symptoms: FineGrainedFP8/Qwen3Moe vs FSDP CPU RAM efficient loading." - }, - { - "left": "issue:43742", - "right": "issue:44291", + "right": "issue:45538", "accept": false, - "reason": "Different loading failures: MobileLLM key error vs init_empty_weights/_is_hf_initialized argument mismatch." + "reason": "Only broad loading overlap; one is Qwen3Moe FP8 config, the other is CLIPTokenizer max-length metadata." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Label reduction bug in BeitImageProcessorFast is unrelated to sequence-classification loss degeneracy." + "reason": "Different problems: device_map/offload dequantized loading vs tokenizer max-length metadata." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "ImportError for missing PyTorch and a LayoutLMv3 error-message clarity issue are not the same bug." + "reason": "Packaging/backend install issue vs missing Qwen2.5-VL export/import symbol." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3VL weight_only loading error." + "reason": "Both are dtype-related, but they affect different models and likely different initialization paths." }, { "left": "issue:43540", - "right": "issue:45823", - "accept": false, - "reason": "Different models and failure modes: Qwen3OmniMoe video processing vs Gemma4 device mismatch." - }, - { - "left": "issue:43756", - "right": "issue:45325", - "accept": false, - "reason": "Separate RoPE/position-id bugs in different models; not a single underlying change." + "right": "issue:44479", + "accept": true, + "reason": "Same Qwen video-input regression family: 44479 describes the broader v5.3.0 breakage, and 43540 is a narrower symptom in that area." }, { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Both mention SigLIP2, but one is a HF-vs-JAX discrepancy while the other is a nonsensical AutoModel/pipeline result; insufficient evidence of the same bug." + "reason": "Only generic Qwen/video similarity is visible; there is no explicit shared target, code path, or other concrete evidence that these are the same bug." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "TrainerState token counting and CustomTrainer compute_loss signature mismatch are distinct trainer issues." + "reason": "Packaging/backend install issue vs a Python 3.14 import/load failure; no shared underlying bug." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Init-empty-weights argument handling is unrelated to loading an AutoImageProcessor from URL." + "reason": "Tokenizer construction bug vs tokenizer loading failure for a specific model; too different to merge." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "AddedToken constructor conflict and Mistral regex patch crash are different tokenizer-loading problems." + "reason": "Both are vision-model behavior issues, but they concern different models and mechanisms." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Both involve missing config fields, but one is generic trust_remote_code behavior and the other is a specific Qwen config field drop; not clearly the same code path." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump issue." }, { - "left": "issue:43452", + "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "gguf_file loading breakage and a separate sleng-bert load failure are not the same issue." + "reason": "Different failures: missing TensorFlow backend in torch install vs loading a specific model checkpoint." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Different multimodal model failures and different symptoms; no shared bug is evident." + "reason": "XLNet CPU tensor creation bug vs flash-attention sinkless-model AttributeError are unrelated." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Torchvision dependency regression in image processors is unrelated to Mistral tokenizer regex patching." + "reason": "The title only shows a reproduction of an older issue; there is no clear evidence it is the same bug as the Qwen2.5-VL video position-id regression." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "MobileLLM load failure and missing Float8 storage object are distinct errors." + "reason": "Both are model-loading problems, but they involve different models and different error modes." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Qwen3-MoE sliding window behavior is unrelated to URL loading for AutoImageProcessor." + "reason": "FP8/Qwen3Moe configuration issue vs broken FSDP CPU RAM-efficient loading; different layers of the stack." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "PEFT version pinning and stale auto_mappings references are unrelated CI/setup problems." + "reason": "Different label-handling bugs: image processor reduction vs degenerate zero loss in sequence classification." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint corruption are different regressions." + "reason": "KeyError while loading one model vs init_empty_weights signature mismatch in a different code path." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading affect different code paths." + "reason": "Apple Silicon allocator warmup TypeError vs Qwen3VL weight_only loading error are unrelated." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "save_pretrained shard-size question is unrelated to AutoProcessor cached_file kwargs forwarding." + "reason": "ImportError for missing PyTorch vs LayoutLMv3 box-content error; no shared bug." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is apply_chat_template batching and the other is video position-id computation; not the same bug." + "reason": "Different RoPE/position-id issues in different model families; too little evidence of a shared root cause." }, { - "left": "issue:44589", - "right": "issue:44704", + "left": "issue:43540", + "right": "issue:45823", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to AutoProcessor kwargs forwarding." + "reason": "Qwen video-input processing bug vs Gemma4 PLE device-mismatch during forward are unrelated." }, { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "Already distinct XLNet CPU placement and flash_attention s_aux handling issues." + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 underlying discrepancy: one reports divergence from the original JAX implementation, the other reports nonsensical outputs from AutoModel/pipeline on the same model family." }, { - "left": "issue:44821", - "right": "issue:43531", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "AutoImageProcessor URL loading and Qwen3-MoE sliding window are unrelated." + "reason": "TrainerState token counter update bug vs CustomTrainer compute_loss signature breakage; different trainer issues." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "These touch different subsystems and have different failure signatures." + "reason": "Different load-time failures: init_empty_weights argument mismatch vs loading AutoImageProcessor from URL." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation are different model-loading failures." + "reason": "Tokenizer AddedToken duplication bug vs Mistral regex patch crash; both tokenizer-related but not the same defect." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is broadly grounded, but one soft-edge accept is too strong for the evidence provided: issue:43540 vs issue:44560 is only supported by generic title similarity (both involve Qwen/video), while the packet gives no explicit links, shared targets, or other concrete evidence that they are the same bug or mergeable into one PR. The Qwen video-input cluster should be described more conservatively. The other false verdicts look fine." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6043,310 +5947,282 @@ "component_index": 1, "component_count": 17, "review_unit_index": 19, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:24643", - "issue:28282", "issue:29127", - "issue:30064", - "issue:32090", - "issue:33357", - "issue:33666", - "issue:35141", - "issue:38175", - "issue:41720", "issue:41762", "issue:43295", "issue:43452", "issue:43531", - "issue:43550", "issue:43577", "issue:43643", - "issue:43646", "issue:43653", "issue:43688", "issue:43697", + "issue:43720", "issue:43742", "issue:43749", "issue:43819", - "issue:43906", - "issue:43927", - "issue:44361", - "issue:44442", "issue:44464", "issue:44466", + "issue:44484", + "issue:44488", "issue:44514", "issue:44561", "issue:44568", + "issue:44589", "issue:44625", + "issue:44704", "issue:44743", + "issue:44792", "issue:44811", + "issue:44821", "issue:44843", "issue:44877", + "issue:44898", "issue:44936", - "issue:44977", - "issue:44991", + "issue:44964", "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", "issue:45290", "issue:45356", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", "issue:45440", - "issue:45701", - "issue:45704", - "issue:45823" + "issue:45600", + "issue:45823", + "issue:45920" ], "soft_pairs": [ + "issue:45357|issue:45920", + "issue:43643|issue:45375", + "issue:44792|issue:44964", + "issue:43452|issue:44488", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:43688|issue:43749", + "issue:44484|issue:44704", + "issue:44514|issue:45381", + "issue:43720|issue:44898", "issue:41762|issue:44936", - "issue:43643|issue:44561", "issue:43452|issue:43577", "issue:24643|issue:29127", "issue:44625|issue:44877", + "issue:44514|issue:45290", "issue:43452|issue:44843", "issue:44466|issue:45005", - "issue:44514|issue:45290", - "issue:43295|issue:45356", + "issue:43643|issue:44561", "issue:43819|issue:44811", - "issue:44464|issue:44743", + "issue:43295|issue:45356", "issue:43653|issue:44568", + "issue:44464|issue:44743", "issue:44936|issue:45823", - "issue:43688|issue:45440", - "issue:38175|issue:43295", - "issue:44361|issue:44442", - "issue:43653|issue:44361", - "issue:43688|issue:45704", - "issue:30064|issue:33666", - "issue:41720|issue:43906", - "issue:28282|issue:32090", - "issue:43577|issue:43697", - "issue:28282|issue:33357", - "issue:43646|issue:43749", - "issue:43688|issue:45701", - "issue:28282|issue:35141", - "issue:44843|issue:44991", - "issue:43653|issue:43927", - "issue:43531|issue:43742", - "issue:43550|issue:43927", - "issue:44464|issue:44977" + "issue:43688|issue:45440" ], - "prepared_review_unit_hash": "db311ba966acd53570ee842ca48b7057c3964aeee6015a1f3636b7753596174c", + "prepared_review_unit_hash": "fc3beb990c5cd60f86ff86b8ba32d656f9d15cf735e71087d84dd59983e99c2b", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37104, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "soft_pair_count": 27, + "serialized_chars": 36161, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster here: the items span many unrelated bugs across loading, tokenization, training, MoE, and device-map behavior, so every soft edge should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue is appropriate; the set is heterogeneous and the paired items are not the same underlying defect.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "No global best issue stands out as a representative duplicate anchor; at most, a few items share broad subsystems, but not the same concrete bug.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "These items are not duplicates of one another; they are a grab-bag of unrelated HF/Transformers issues with only superficial title similarity. The soft pairs mostly share broad themes like tokenizer/config/model-loading regressions, but they point to different code paths and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate exists for this set because the issues are distinct. If one must be chosen as the representative, issue 45920 is the broadest open regression report and most umbrella-like.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best representative only in a loose clustering sense: it is broad, current, and covers a general tokenizer regression affecting multiple models. That said, it should not be treated as a duplicate of the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Different failures: Gemma3 ZeRO-3 load-time index error vs trainer.evaluate() after train; no shared code-path bug." + "reason": "Different bugs: Qwen3.5 save_pretrained visual-key serialization vs general AutoTokenizer token-id regression across several models." }, { "left": "issue:43643", - "right": "issue:44561", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but one is trust_remote_code AutoConfig object loss and the other is a missing Qwen3_5MoeVisionConfig field." + }, + { + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Both touch trust_remote_code, but one is missing fields in AutoConfig output and the other is v5 removal of is_torch_fx_available; distinct regressions." + "reason": "Different models and failures: janus test failure vs Phi-4-multimodal load failure." }, { "left": "issue:43452", - "right": "issue:43577", + "right": "issue:44488", "accept": false, - "reason": "gguf_file breaks tokenizer/model loading, while the BLIP2 report is about dtype propagation; unrelated bugs." + "reason": "Both are loading-related, but one is gguf_file/AutoTokenizer+AutoModel and the other is a specific model load failure for cjvt/sleng-bert." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "DeepSpeed weight-shape training error vs LayoutLMv3 box-clarity/error-message issue; different problems." + "reason": "Both touch image/tokenizer internals, but one is PIL backend torchvision dependency handling and the other is a Mistral regex crash." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to strict config loading for granite_speech." + "reason": "Different load-path failures: MobileLLM key error vs Float8 storage lookup during deserialization." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Both involve loading/tokenizer paths, but gguf_file breakage and unconditional model_info() in offline mode are different bugs." + "reason": "Qwen3-MoE sliding window behavior is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is translation-model tied-weight handling; not the same fix." + "reason": "One is a PEFT version pin problem; the other is stale auto_mappings entries for removed Sam3LiteText configs." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Both crash in apply_chat_template, but with different inputs and causes: batched padding=False vs assistant tool-call messages with no content." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "One is processor.tokenizer regression; the other is Kimi-K2.5 codec/warning behavior. Same area, different defect." - }, - { - "left": "issue:43819", - "right": "issue:44811", - "accept": false, - "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens are unrelated code paths." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is distinct from Qwen3-MoE recurrent-state reset with cache." - }, - { - "left": "issue:43653", - "right": "issue:44568", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and mdeberta add_special_tokens behavior are separate tokenizer bugs." - }, - { - "left": "issue:44936", - "right": "issue:45823", - "accept": false, - "reason": "trainer.evaluate() after train is unrelated to Gemma4 PLE device mismatch under device_map=auto." + "reason": "Different issues: RTDetrV2 output mismatch in v5 vs Qwen3.5 checkpoint save regression." }, { "left": "issue:43688", - "right": "issue:45440", + "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization in OLMoE/GPT Oss is not the same as DeepseekV3MoE diverging from the remote implementation." + "reason": "Both mention loading/training infrastructure, but auxiliary-loss normalization is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the processor.tokenizer regression." + "reason": "save_pretrained shard-size question is unrelated to AutoProcessor forwarding kwargs to cached_file." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "MLukeTokenizer AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer-loading failures." + "reason": "Both involve chat/template or vision inputs, but one is batching crash in apply_chat_template and the other is wrong vision_position_ids for Qwen2.5-VL video." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Special-token registration in BigBirdTokenizer is unrelated to MLukeTokenizer AttributeError." + "reason": "BitNet packed-weight loading bug is unrelated to Perceiver image classification on non-default resolution." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "MoE auxiliary-loss normalization and T5's apex FusedRMSNorm memory leak are unrelated." + "reason": "Gemma3 ZeRO-3 load index error is unrelated to trainer.evaluate() failing after training." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + "reason": "Both concern model/tokenizer loading, but gguf_file breakage is unrelated to Blip2 dtype propagation." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert is not the same as an isolated reproduction of a different upstream issue." + "reason": "DeepSpeed weight dimensionality error and LayoutLMv3 box validation/error-message clarity are different bugs." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "PyTorch-missing import error and NoneType broadcast failure in Trainer are unrelated." + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech config are different config bugs." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "BLIP2 dtype state is unrelated to RTDetrV2 producing different outputs in v5." + "reason": "Both are chat-template related, but one is batched padding behavior and the other is assistant tool-call handling." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "ImportError about missing PyTorch and Mac bus-error on CLIP are different environment/runtime problems." + "reason": "gguf_file loading breakage is unrelated to the mistral regex offline model_info bug." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Transformers v5 custom-model initialization break is distinct from FSDP_CPU_RAM_EFFICIENT_LOADING." + "reason": "Serialization of tied lm_head weights is distinct from tied-weight issues in translation models, even if both mention weights." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Auxiliary-loss normalization is unrelated to tokenization changing across versions." + "reason": "Different root causes: missing fields from trust_remote_code AutoConfig versus removal of is_torch_fx_available breaking remote-code models." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Missing-PyTorch import error and output-embedding reinitialization after resize_token_embeddings are different bugs." + "reason": "DAC from_latents mismatch is unrelated to Whisper processor.batch_decode ignoring skip_special_tokens." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Offline model_info() regression and tokenizer-loading failure for a specific model are different failure modes." + "reason": "Processor/tokenizer API regression is unrelated to Kimi-K2.5 tokenizer codec handling and warning text." }, { "left": "issue:43653", - "right": "issue:43927", + "right": "issue:44568", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DiaConfig losing custom token IDs after save/load are separate state/token bugs." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to mdeberta-v3 add_special_tokens not adding BOS/EOS in v5." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are unrelated." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Qwen3.5 recurrent-state reset in modular_qwen3_5.py." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "torch.compile with SDPA on Bamba-9B-v2 and DiaConfig save/load token-ID loss are unrelated." + "reason": "Trainer lifecycle behavior and Gemma4 PLE device mismatch are separate problems." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation issues are different bugs." + "reason": "Auxiliary loss normalization in MoE models is unrelated to DeepseekV3MoE divergence from remote implementation." } ] }, @@ -6362,63 +6238,81 @@ "component_index": 1, "component_count": 17, "review_unit_index": 20, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ - "issue:28218", + "issue:28282", + "issue:30064", "issue:32090", "issue:33357", "issue:33666", "issue:34567", + "issue:35141", "issue:36010", - "issue:36331", - "issue:39692", + "issue:38175", "issue:41720", "issue:43122", - "issue:43262", "issue:43278", "issue:43295", "issue:43329", "issue:43452", "issue:43493", "issue:43504", - "issue:43525", - "issue:43540", + "issue:43531", "issue:43550", - "issue:43572", "issue:43577", - "issue:43606", + "issue:43646", + "issue:43653", "issue:43688", + "issue:43697", "issue:43720", "issue:43742", - "issue:43756", + "issue:43749", "issue:43825", - "issue:43844", "issue:43906", "issue:43927", "issue:44361", + "issue:44442", "issue:44451", "issue:44464", "issue:44479", "issue:44554", - "issue:44568", "issue:44610", "issue:44625", "issue:44821", + "issue:44843", "issue:44849", - "issue:44913", "issue:44977", + "issue:44991", "issue:45325", "issue:45357", "issue:45588", - "issue:45812" + "issue:45701", + "issue:45704" ], "soft_pairs": [ + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43688|issue:45704", + "issue:43653|issue:44361", + "issue:30064|issue:33666", + "issue:41720|issue:43906", + "issue:43577|issue:43697", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43688|issue:45701", + "issue:28282|issue:35141", + "issue:43646|issue:43749", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:43550|issue:43927", + "issue:44464|issue:44977", "issue:43577|issue:45588", "issue:43329|issue:45325", "issue:43577|issue:44554", @@ -6427,244 +6321,255 @@ "issue:43122|issue:43906", "issue:32090|issue:34567", "issue:43504|issue:43550", - "issue:43504|issue:43720", "issue:41720|issue:44464", + "issue:43504|issue:43720", + "issue:44849|issue:45357", "issue:43504|issue:44610", "issue:32090|issue:33666", - "issue:44849|issue:45357", "issue:43452|issue:44451", "issue:43278|issue:43688", - "issue:44568|issue:45812", "issue:43742|issue:44821", - "issue:33666|issue:36010", "issue:43493|issue:43825", - "issue:43606|issue:43927", - "issue:43720|issue:43927", - "issue:43756|issue:44913", - "issue:43262|issue:43295", - "issue:43525|issue:43572", - "issue:28218|issue:33357", - "issue:43720|issue:44361", - "issue:43493|issue:43844", - "issue:33666|issue:36331", - "issue:39692|issue:43493", - "issue:43540|issue:44977", - "issue:43278|issue:43844" + "issue:33666|issue:36010" ], - "prepared_review_unit_hash": "3e2064489a5265579473ceba9ba615fb6769f7796b3aaf87ad9d01fdf81db26e", + "prepared_review_unit_hash": "888c1bbec8358cea0ea6bd8814a647c5451f25ac6994f110282640c863c32ad4", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36622, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38233, + "estimated_input_tokens": 9559, + "estimated_eval_tokens": 19374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: many items are tokenizer/config/training/loading bugs, but the soft pairs are only superficially similar and do not appear to be the same concrete underlying issue. No soft edge should be merged.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45812 is the broadest and most central tokenizer regression in the set, with multiple inbound refs and a clear v4\u2192v5 impact; the other items are mostly unrelated one-off model/training/loading bugs.", + "summary": "This cluster is very heterogeneous: most items are distinct model-loading, training, tokenizer, or multimodal regressions rather than true duplicates. I found no soft-edge pair that clearly meets the same-underlying-bug bar.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45701 is the broadest and most umbrella-like title in the set, so it is the least-bad representative bucket for version-dependent tokenizer behavior; however, the cluster is too mixed for a strong canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest representative issue because it describes a widespread, silent tokenizer regression affecting all Granite models and is more cluster-representative than the narrower, model-specific reports.", + "best_issue_reason": "issue:45701 is the most general open issue here and the best single representative for a loose cluster centered on version-related tokenizer changes, though it does not cover many of the other items well.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Different code paths: BLIP2 dtype handling vs flash-attention sinkless-model crash." + "reason": "Different subsystems and failures: zero-probability output on SigLIP2 vs a regression around processor.tokenizer/image passing." }, { - "left": "issue:43329", - "right": "issue:45325", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Both involve video/VL models, but one is undefined variables in multimodal token counting and the other is rope-index scaling for still-image temporal positions." + "reason": "Different tokenizer classes and distinct load-time errors; not the same bug." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Unrelated bugs: loading dtype mismatch in BLIP2 vs an MPS attention correctness issue." + "reason": "Auxiliary-loss normalization math bug vs a T5/apex RMSNorm memory leak; unrelated code paths." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a video-input regression and the other is num_labels propagation." + "reason": "Special-token registration bug in BigBirdTokenizer vs MLukeTokenizer task attribute failure." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Different failures: torch.compile + SDPA on Bamba vs MLukeTokenizer attribute error on tasks." + "reason": "Segmentation-map processing failure vs Qwen2-VL multi-GPU training request; different problems." }, { - "left": "issue:43122", + "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "One is a tokenizer output-change regression across versions; the other is an isolated repro of a different issue." + "reason": "One is a concrete Qwen3 cudaErrorAssert report; the other is only an isolated reproduction of another issue, with no evidence they are the same bug." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Trainer errors, but different symptoms and code paths: gpu broadcast NoneType vs num_input_tokens_seen not updating." + "reason": "BLIP2 dtype loading issue vs RTDetrV2 output divergence in v5; unrelated symptoms." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Legacy-field model loading bug vs compile/SDPA runtime failure on a different model." + "reason": "Missing PyTorch import error vs Trainer distributed broadcast TypeError." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Different loading problems: legacy preset field vs packed-weight handling during accelerate loading." + "reason": "ImportError for AutoModel/PyTorch missing vs MacOS bus error loading a CLIP model." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "A800 auto device mapping cudaErrorAssert is not the same as inconsistent outputs from compiled forward chunked generation." + "reason": "Aux-loss normalization bug vs a broad tokenization-version regression; different functionality." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Different issues: pretrained preset load failure vs processor producing the wrong input size for the model." + "reason": "Environment import failure vs embedding reinitialization after resize; not the same issue." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Both mention training, but one is a broadcast TypeError and the other is a Qwen2-VL multi-GPU training question/bug." + "reason": "Custom model initialization breakage vs FSDP CPU RAM-efficient loading breakage." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Both are Qwen3.5 regressions, but hidden-states behavior and save_pretrained key mapping are distinct bugs." + "reason": "Offline-mode failure from unconditional model_info() call vs tokenizer loading failure for a specific model." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Loading failures, but gguf_file support breakage and inability to load a specific model are not the same bug." + "reason": "Tokenizer special-token registration bug vs config save/load losing custom token IDs." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Different model behaviors: dtype drift in eval vs incorrect auxiliary-loss normalization." + "reason": "Qwen3-MoE sliding_window issue vs key error loading MobileLLM-125M." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and symptoms (special tokens vs wrong token IDs) with no evidence of the same code-path bug." + "reason": "torch.compile/SDPA failure in Bamba vs DiaConfig token ID persistence bug." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Both are load/processor problems, but one is a MobileLLM key error and the other is loading AutoImageProcessor from URL." + "reason": "Compiled-forward chunked generation mismatch vs flash-attention generation failure; different triggers." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Multi-GPU training vs GenerationMixin import error; unrelated failures." + "reason": "BLIP2 dtype-loading bug vs flash_attention integration crashing on s_aux=None." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43329", + "right": "issue:45325", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to the pipeline translation-task support message regression." + "reason": "Undefined helper in video token counting vs still-image temporal position scaling bug." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Device-mismatch during CPU offload is unrelated to loss of custom token IDs and generation IndexError." + "reason": "BLIP2 dtype inconsistency vs MPS attention correctness issue with differing head dims." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Packed-weight loading failure is a different bug from DiaConfig losing custom token IDs after save/load." + "reason": "Video-input regression across Qwen VL models vs num_labels propagation bug in Qwen3.5." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "RoPE-layer selection bug and GPTNeoX rotary_pct reload bug are both config-related but not the same issue." + "reason": "torch.compile/SDPA model failure vs tokenizer AttributeError on tasks." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to processor.tokenizer access / image-passing regression." + "reason": "Tokenizer output changes across versions vs an isolated reproduction of another issue; no direct same-bug evidence." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "Both mention missing pad token fields, but they affect different configs and different attribute names; no shared concrete bug is shown." + "reason": "Different Trainer-related problems: NoneType broadcast vs num_input_tokens_seen not updating." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Tokenizer spacing bug and MacOS bus error in a CLIP model are unrelated." + "reason": "Legacy-field model loading failure vs Bamba compile/SDPA runtime failure." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Packed-weight loading and MLukeTokenizer task attribute errors are separate failures." + "reason": "Qwen3 auto device mapping cuda assert vs chunked generation inconsistency under compiled forward." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "SigLIP2 model discrepancy is unrelated to DeepSpeed ZeRO-3 gradient growth." + "reason": "Beit legacy-field loading bug vs BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Different training issues: multi-GPU Qwen2-VL vs CustomTrainer.compute_loss signature mismatch." + "reason": "Hidden-states output bug vs save_pretrained writing incorrect visual encoder keys." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Both are SigLIP2-related, but one is a docs example mismatch/quantization failure and the other is a core implementation discrepancy; not the same bug." + "reason": "gguf_file breaks from_pretrained paths vs a specific model failing to load; not the same concrete defect." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Video processing ValueError in Qwen3OmniMoe and flash-attention generation failure in Qwen3.5 are separate bugs." + "reason": "Embedding dtype drift between train/eval vs auxiliary-loss normalization; unrelated behaviors." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Model loading key error vs AutoImageProcessor-from-URL failure." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 numerical discrepancy vs an incorrect pipeline error message about translation support." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training topic vs GenerationMixin import error; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading bug vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "BF16-to-FP32 dtype drift is unrelated to abnormal gradient growth under ZeRO-3." + "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training request; not the same bug." } ] }, @@ -6680,71 +6585,83 @@ "component_index": 1, "component_count": 17, "review_unit_index": 21, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ - "issue:29942", - "issue:30333", + "issue:28218", "issue:33357", "issue:33666", + "issue:36331", "issue:39692", - "issue:43232", "issue:43257", + "issue:43262", "issue:43278", "issue:43295", "issue:43299", "issue:43334", + "issue:43493", "issue:43504", + "issue:43525", + "issue:43540", "issue:43572", - "issue:43575", "issue:43606", "issue:43646", "issue:43653", - "issue:43701", + "issue:43720", "issue:43756", "issue:43824", "issue:43844", "issue:43927", - "issue:43994", - "issue:44112", "issue:44291", "issue:44361", "issue:44423", "issue:44464", "issue:44466", "issue:44488", - "issue:44493", - "issue:44521", + "issue:44568", "issue:44589", "issue:44625", "issue:44734", - "issue:44792", "issue:44843", - "issue:44849", + "issue:44913", "issue:44964", + "issue:44977", "issue:45083", "issue:45200", "issue:45229", - "issue:45290", "issue:45405", "issue:45520", "issue:45584", "issue:45759", + "issue:45812", "issue:45823" ], "soft_pairs": [ + "issue:44568|issue:45812", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43756|issue:44913", + "issue:43262|issue:43295", + "issue:43525|issue:43572", + "issue:43493|issue:43844", + "issue:28218|issue:33357", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:33666|issue:36331", + "issue:43540|issue:44977", + "issue:43278|issue:43844", "issue:44964|issue:45405", - "issue:43257|issue:43299", "issue:43334|issue:43572", "issue:44625|issue:45584", + "issue:43257|issue:43299", "issue:43756|issue:45083", - "issue:44488|issue:44843", "issue:45200|issue:45229", + "issue:44488|issue:44843", "issue:43334|issue:45759", "issue:43646|issue:44466", "issue:43824|issue:44589", @@ -6754,222 +6671,237 @@ "issue:44589|issue:45520", "issue:43504|issue:43606", "issue:43572|issue:44291", - "issue:43927|issue:44361", "issue:44423|issue:44734", + "issue:43927|issue:44361", "issue:43504|issue:43653", - "issue:43575|issue:45405", - "issue:44464|issue:45584", - "issue:43994|issue:44493", - "issue:43606|issue:44112", - "issue:43278|issue:43701", - "issue:44792|issue:45405", - "issue:29942|issue:30333", - "issue:44521|issue:45290", - "issue:43232|issue:44849", - "issue:43844|issue:44964" + "issue:44464|issue:45584" ], - "prepared_review_unit_hash": "948bf06835ded405396d65d1e684828ebfcdc8593dee50168d20d75bda2f82c3", + "prepared_review_unit_hash": "aa45d98263cea0fcbc901d24376bba6bfea227c437ae5457e594346c33953a80", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36537, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37367, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose similarity group of Transformers/model-regression issues, not true duplicates. The strongest unifying thread is v5-era model/config loading breakage, but most pairs are distinct model-specific failures. No PRs are present.", - "confidence": 0.38, - "canonical_issue_reason": "issue:43646 is the broadest and most central regression in the set: it describes Transformers 5.0.0 breaking custom model initialization, which is the closest umbrella symptom to several other v5 loading/init complaints.", + "summary": "The cluster is heterogeneous: tokenizer regressions, multimodal model loading failures, trainer/config issues, and CI/device mismatches are all mixed together. The soft-similarity pairs look superficially related by keywords, but they do not describe the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.19, + "canonical_issue_reason": "issue:45812 is the broadest tokenizer regression report in the set: it affects all Granite models, has the strongest cross-reference signal, and is clearer as a canonical anchor than the more model-specific tokenizer bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue because it is general, clearly stated, and captures the broader initialization regression theme better than the more model-specific tickets.", + "best_issue_reason": "issue:45812 is the best representative issue because it is concrete, broadly scoped, and central to the tokenizer-regression subset; the rest of the issues are too diverse to serve as a single duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "One is a model-loading failure for Phi-4 multimodal; the other is a dependency/version bump issue for PEFT. No shared bug." + "reason": "Both are tokenizer bugs, but one is mdeberta BOS/EOS insertion and the other is Granite token-ID regression; different code paths and likely different fixes." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Both mention Qwen3, but one is MOE weight conversion with accelerate/deepspeed and the other is Qwen3VL loading. Different code paths and failures." + "reason": "CPU offload device mismatch is unrelated to DiaConfig token-ID persistence; no shared bug mechanism." }, { - "left": "issue:43334", + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a model-loading path issue, not the same as lost custom token IDs in config." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE layer-count mismatch in Smollm3 is not the same as GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer regression are unrelated multimodal API changes." + }, + { + "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing config fields, but for different models and different fields (`pad_token_id` vs `pad_token_idx`). Not the same bug." + "reason": "Both mention missing pad-token fields, but they are different configs/models with different failure surfaces." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Qwen3.5 `num_labels` propagation and Whisper empty-transcription behavior are unrelated." + "reason": "SigLIP2 implementation drift and ZeRO-3 gradient growth are different numerical/model-parallelism problems." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and qwen3_omni_moe feature-length helper behavior are different issues." + "reason": "Tokenizer added-space behavior is unrelated to the MacOS bus error on a community CLIP model." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "A specific model load failure versus an offline-mode tokenizer regex patch bug; different failure modes." + "reason": "These are distinct tokenizer/model-loading failures; one is packed weights with accelerate, the other is MLukeTokenizer task errors." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Same Gemma4 family, but one is a missing default tensor input and the other is a multi-GPU OOM. Not mergeable as one fix." + "reason": "SigLIP2 docs/example errors are not the same as the HF-vs-JAX implementation discrepancy." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing `pad_token_id` attribute and the other is incorrect unwrapping of `text_config`. Different concrete bugs." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss signature mismatch are different training-time issues." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Custom model initialization regression versus device-dependent `lm_head.weight` serialization inconsistency. Not the same code-path problem." + "reason": "Video-input processing in Qwen3OmniMoe is separate from Qwen3.5 flash-attention generation behavior." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "ImportError for a missing Qwen2.5-VL class versus a Float8 storage lookup error. Unrelated." + "reason": "Embedding dtype drift in evaluate is not the same as gradient explosion under HfDeepSpeedConfig + ZeRO-3." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Docs/example errors for SigLIP2 versus a runtime regression in custom model code using `processor.tokenizer` and images. Different artifacts and bugs." + "reason": "Model loading failure for Phi-4 multimodal is unrelated to the PEFT version bump issue." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Both are Gemma4-related, but one is CUDA OOM in inference and the other is a device-mismatch forward bug. Distinct issues." + "reason": "Qwen3-VL pad_token_id absence and StableLm pad_token_idx absence are similar in theme but are separate config regressions." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + "reason": "num_labels propagation and Whisper empty-transcription generation after align_special_tokens are unrelated bugs." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Float8 storage lookup failure and Python 3.13 flash_attn KeyError are different import/runtime problems." + "reason": "Both concern Qwen3 MOE loading, but one is accelerate+deepspeed weight conversion and the other is generic transformers dev loading; not clearly the same defect." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "BEiT pretrained-load legacy-field issue versus Bark CPU-offload device mismatch. Different models and failures." + "reason": "Smollm3 RoPE-layer loss and qwen3_omni_moe feature-extract length behavior do not share a concrete code path." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig and unexpected `_is_hf_initialized` in `init_empty_weights` are different initialization regressions." + "reason": "Text-only mm_token_type_ids defaults and Gemini 4 multi-GPU CUDA OOM are different multimodal inference/training problems." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are separate tokenizer/config bugs." + "reason": "Loading cjvt/sleng-bert and offline model_info() calls in AutoTokenizer are separate tokenizer-loading failures." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Both are serve-related, but one is a multimodal `.to` crash and the other is KV-cache continuation tensor indexing. Different endpoints and code paths." + "reason": "Both involve composite Qwen configs, but one is missing pad_token_id and the other is from_config not unwrapping text_config; different failure points." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "A BEiT model-loading legacy-field issue versus a BigBirdTokenizer special-token registration bug. Unrelated." + "reason": "Custom model initialization breaks under v5, while lm_head.weight serialization depends on device/tied-weights behavior; not the same bug." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Qwen2-57B-A14B-Auto tensor-parallel OOM and unreleased PEFT version bump are not the same issue." + "reason": "Missing import/export of Qwen2_5_VL is unrelated to Float8 storage lookup failure." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure are unrelated." + "reason": "Documentation/example mistakes are not the same as the regression around processor.tokenizer and image passing." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "SigLIP2 pipeline/AutoModel nonsense outputs and unexpected position-id keys across many models do not describe the same concrete bug." + "reason": "Both are Gemma4-related, but one is inference OOM and the other is device mismatch in PLE; different runtime issues." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Bark-small CPU offload device mismatch versus a GraniteSpeech CI test issue. One is runtime behavior, the other is test flakiness." + "reason": "A MacOS bus error on CLIP is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Embedding dtype drift and checkpoint resume key mismatch are unrelated training issues." + "reason": "Float8 storage deserialization and flash_attn import_utils KeyError are unrelated environment/runtime issues." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Janus image-generation test failure and PEFT version bump are unrelated." + "reason": "Legacy-field load failure for Beit semantic segmentation is unrelated to CPU offload device mismatch." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting on failed jobs are entirely different problems." + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized argument during init_empty_weights are different config/init regressions." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is all-zero assistant masks and the other is a crash with tool-call messages. Different failure modes." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are both serve-side, but they are distinct code paths and fixes." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Generation kwarg update after `sync_gpus` and Qwen3.5 hidden-state behavior are unrelated." + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task AttributeError are unrelated model/tokenizer bugs." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field load failure in Beit is not the same as BigBirdTokenizer mask-token registration/decode issue." + }, + { + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are different bugs." + "reason": "Chunked generation inconsistency with compiled forward and Whisper empty transcription after align_special_tokens are different generation regressions." } ] }, @@ -6985,75 +6917,82 @@ "component_index": 1, "component_count": 17, "review_unit_index": 22, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:15354", "issue:28218", + "issue:29942", + "issue:30333", "issue:34567", - "issue:35141", "issue:37428", "issue:38175", - "issue:42915", + "issue:43232", + "issue:43278", "issue:43295", - "issue:43334", - "issue:43388", - "issue:43450", "issue:43493", - "issue:43525", - "issue:43526", "issue:43540", - "issue:43572", + "issue:43575", "issue:43582", + "issue:43606", "issue:43701", - "issue:43824", "issue:43844", "issue:43873", "issue:43957", - "issue:43975", + "issue:43994", + "issue:44112", "issue:44315", "issue:44464", "issue:44466", + "issue:44493", + "issue:44521", "issue:44554", - "issue:44568", "issue:44610", "issue:44792", "issue:44849", "issue:44898", - "issue:44936", + "issue:44964", "issue:44977", - "issue:44987", "issue:45072", "issue:45084", "issue:45127", "issue:45198", "issue:45200", + "issue:45290", "issue:45325", "issue:45356", + "issue:45405", "issue:45412", "issue:45446", "issue:45520", "issue:45563", - "issue:45701", "issue:45823" ], "soft_pairs": [ - "issue:28218|issue:34567", + "issue:43994|issue:44493", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:29942|issue:30333", + "issue:44521|issue:45290", + "issue:43232|issue:44849", + "issue:43844|issue:44964", "issue:44554|issue:45446", + "issue:28218|issue:34567", "issue:43582|issue:44977", "issue:45084|issue:45520", "issue:15354|issue:38175", - "issue:44568|issue:45701", "issue:43540|issue:45200", "issue:45072|issue:45198", + "issue:44315|issue:44849", "issue:45200|issue:45823", "issue:37428|issue:43957", - "issue:44315|issue:44849", "issue:44554|issue:45356", "issue:43493|issue:43701", "issue:43295|issue:44610", @@ -7061,245 +7000,205 @@ "issue:44466|issue:45127", "issue:44898|issue:45412", "issue:44792|issue:45563", - "issue:45200|issue:45325", - "issue:43572|issue:44987", - "issue:37428|issue:43824", - "issue:43844|issue:44936", - "issue:43572|issue:43957", - "issue:43295|issue:43450", - "issue:43334|issue:43525", - "issue:43824|issue:43975", - "issue:43388|issue:43526", - "issue:43295|issue:43873", - "issue:38175|issue:45412", - "issue:28218|issue:35141", - "issue:38175|issue:43493", - "issue:42915|issue:43824" + "issue:45200|issue:45325" ], - "prepared_review_unit_hash": "a37dff7dd02d0ed5bce829c300ed284069afda4d19db255f083d136cc8eabe13", + "prepared_review_unit_hash": "03a5e53b571e5224d9dd83f99ea05e1722fd60f372025d9aec2a4ebecf38f5a1", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37505, - "estimated_input_tokens": 9377, - "estimated_eval_tokens": 19010 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35281, + "estimated_input_tokens": 8821, + "estimated_eval_tokens": 17898 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated false positives across different models/features. I only see two likely duplicates: the missing `pad_token_id` config regressions and the SigLIP2 implementation discrepancy. The rest are separate bugs. I chose the broad tokenization/version-regression report as the best overall issue umbrella.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 45701 is the broadest umbrella in this set: a version-dependent tokenization regression. It is the closest high-level representative of the cluster, though many items are still distinct model-specific bugs.", + "summary": "This is not a true duplicate cluster: the items span many unrelated bugs, with only superficial topical overlap in a few model/failure areas. I would reject all soft-edge merges.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43994 is the most representative concrete user-facing regression in the set: it has a clear model-specific symptom, a likely reproducible failure mode, and it is one of the few items that is semantically adjacent to another issue in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45701 is the most general issue to keep as the cluster representative; it can absorb the tokenizer/version-regression theme better than the narrower model-specific reports.", + "best_issue_reason": "issue:43994 is the best single issue to anchor this cluster because it is a clear, actionable model-behavior bug rather than a narrow environment/test/reporting problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28218", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer spacing after added tokens and TrainerState token counting are unrelated bugs." - }, - { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "MPS attention correctness and a flex_attention import/version guard are different code paths." - }, - { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation." + "reason": "Same model family, but different bugs: one reports nonsensical outputs in AutoModel/pipeline, the other an unexpected `position id` key issue. Similar area, not the same underlying defect." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Compile/template-node errors and a Python 3.13 flash_attn import KeyError are separate failures." + "reason": "Both are CI/device-mismatch flavored, but they involve different models and different failure causes: CPU offload on bark-small versus a stale device override test in GraniteSpeech." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "TorchScript GeneratorExp support and SigLIP2 zero probabilities are not the same issue." + "reason": "Completely different problems: Qwen2.5 TP OOM versus an unreleased PEFT version requirement." }, { - "left": "issue:44568", - "right": "issue:45701", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "A specific mdeberta special-tokens bug is too narrow to be the same as the broader tokenization-version regression." + "reason": "Different code paths and symptoms: dtype change in evaluation versus resume-from-checkpoint key mismatch." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Video-input processing and Gemma4 text-only token type defaults are different problems." + "reason": "A janus image-generation test failure is unrelated to the PEFT version pinning issue." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "One is a Flash Attention 2 test failure, the other is MLflow reporting not being updated after training failure; no shared underlying bug." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Missing `mm_token_type_ids` defaults and a Gemma4 device-map mismatch are distinct bugs." + "reason": "Both touch chat templating, but one is all-zero assistant masks for multimodal inputs while the other crashes on tool-call assistant messages with no content; distinct failures." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "A missing flash-attention helper import and meta-device loading breakage are different regressions." + "reason": "Generation kwargs after `sync_gpus` and Qwen3.5 `output_hidden_states=True` are separate bugs in different generation paths." }, { - "left": "issue:44315", - "right": "issue:44849", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Liger kernel application in `model_init` and a Qwen3.5 hidden-states bug do not share the same root cause." + "reason": "ZeRO-3 gradient behavior and a multimodal model load failure are unrelated issues." }, { "left": "issue:44554", - "right": "issue:45356", + "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and tokenizer codec handling are unrelated." + "reason": "An MPS attention correctness bug is not the same as a PyTorch version check/import issue for AuxRequest." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy and checkpoint resume key mismatch are separate issues." + "reason": "Tokenizer spacing after added tokens and `num_input_tokens_seen` not updating are different tokenizer/trainer-state problems." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "Processor.tokenizer regression with images and OmDet-Turbo resize/shape mismatch are not the same bug." + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues do not share the same root cause." }, { - "left": "issue:43873", - "right": "issue:44464", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Quantization offloading and compiled-forward chunked generation are different failure modes." + "reason": "Compile-time template-node errors and a Python 3.13 `flash_attn` import KeyError are unrelated." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Both involve tied weights, but one is serialization inconsistency and the other is LoRA-merge collapse; not clearly the same concrete bug." + "reason": "TorchScript generator-expression export failure and SigLIP2 zero-probability outputs are different bugs with no shared code-path evidence." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + "reason": "Video-processing failure in Qwen3OmniMoe and Gemma4 `mm_token_type_ids` defaults are separate multimodal input bugs." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "A Janus generation test failure and a stale paged-generate warning are different issues." + "reason": "A bfloat16 dtype mismatch in inference and Wav2Vec2 save/tokenization failures are unrelated." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:44315", + "right": "issue:44849", "accept": false, - "reason": "Defaulting `mm_token_type_ids` and Qwen2.5-VL temporal rope scaling are unrelated." + "reason": "Liger Kernel not being applied with `model_init` is unrelated to the Qwen3.5 hidden-states regression." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig may be adjacent, but the loading failure is too unspecific to confirm the same bug." + "reason": "Both concern Gemma4, but one is missing/default `mm_token_type_ids` while the other is a PLE device mismatch under `device_map=\"auto\"`; different defects." }, { "left": "issue:37428", - "right": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "Two different missing-import symbols; same broad area, but not the same underlying defect." + "reason": "Importing `_flash_supports_window_size` and meta-device model loading failures are different flash-attention/model-loading issues." }, { - "left": "issue:43844", - "right": "issue:44936", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "ZeRO-3 gradient growth and post-train evaluate failure are different training issues." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "A config field regression and meta-device loading breakage are not the same problem." + "reason": "A SigLIP2 HF-vs-JAX discrepancy is not the same as a resume-from-checkpoint key mismatch." }, { "left": "issue:43295", - "right": "issue:43450", - "accept": false, - "reason": "Processor.tokenizer regression and batched video-shape handling are distinct." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": true, - "reason": "Both are the same `pad_token_id` AttributeError class of config regression, just reported on different model configs." - }, - { - "left": "issue:43824", - "right": "issue:43975", + "right": "issue:44610", "accept": false, - "reason": "Missing model import and incorrect detokenization are unrelated." + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are different model-integration bugs." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:43873", + "right": "issue:44464", "accept": false, - "reason": "Metrics label dropping and BeitImageProcessorFast label reduction are different code paths." + "reason": "Quantization/offloading behavior and chunked generation with compiled forward are distinct problems." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading are unrelated." + "reason": "Serialization of tied weights on different devices is unrelated to LoRA merging with extended vocabulary collapse." }, { - "left": "issue:38175", + "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 output issues and RT-DETR memory release are different bugs." + "reason": "Perceiver positional interpolation failure and RT-DETR memory leak are not the same underlying bug." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Added-token spacing and output-embedding reinitialization are unrelated." + "reason": "A failing Janus image-generation test and a stale paged-generate warning are different issues." }, { - "left": "issue:38175", - "right": "issue:43493", - "accept": true, - "reason": "Both describe the same SigLIP2 HF implementation mismatch/incorrect outputs compared with the reference implementation." + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 multimodal token-type defaults and Qwen2.5-VL rope-index scaling are different model-specific bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The two accepted soft pairs are well supported by the titles/body themes, and the rejections avoid overclaiming across clearly different bugs. The choice of issue:45701 as the umbrella representative is also reasonable." - }, - "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 }, @@ -7308,317 +7207,310 @@ "component_index": 1, "component_count": 17, "review_unit_index": 23, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ - "issue:29942", - "issue:32090", + "issue:28218", + "issue:35141", "issue:37428", - "issue:39692", + "issue:38175", + "issue:42915", "issue:43262", "issue:43278", + "issue:43295", + "issue:43334", "issue:43335", + "issue:43388", "issue:43425", "issue:43450", "issue:43493", + "issue:43525", "issue:43526", "issue:43550", + "issue:43572", "issue:43575", "issue:43606", - "issue:43611", "issue:43653", "issue:43819", + "issue:43824", "issue:43825", "issue:43827", + "issue:43844", "issue:43856", + "issue:43873", "issue:43901", - "issue:43931", + "issue:43957", + "issue:43975", "issue:44112", "issue:44206", - "issue:44351", "issue:44360", "issue:44442", - "issue:44448", - "issue:44462", - "issue:44493", "issue:44514", "issue:44521", "issue:44561", "issue:44610", - "issue:44743", - "issue:44779", "issue:44857", + "issue:44936", + "issue:44987", "issue:45083", "issue:45127", "issue:45198", - "issue:45200", "issue:45245", - "issue:45290", - "issue:45381", - "issue:45584", - "issue:45588", - "issue:45593", - "issue:45823" + "issue:45412", + "issue:45584" ], "soft_pairs": [ + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:43844|issue:44936", + "issue:43572|issue:43957", + "issue:43295|issue:43450", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:43388|issue:43526", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:28218|issue:35141", "issue:44442|issue:45198", - "issue:43278|issue:43856", "issue:44514|issue:44521", + "issue:43278|issue:43856", "issue:43653|issue:44112", "issue:43827|issue:43901", "issue:43450|issue:43575", - "issue:43450|issue:43493", "issue:44206|issue:45584", + "issue:43450|issue:43493", "issue:45127|issue:45245", - "issue:44360|issue:44561", "issue:43819|issue:45083", "issue:43262|issue:43450", "issue:43819|issue:44112", "issue:44610|issue:44857", + "issue:44360|issue:44561", "issue:43278|issue:43825", - "issue:43335|issue:43550", "issue:43606|issue:45083", "issue:37428|issue:43425", - "issue:44857|issue:45593", - "issue:44448|issue:44743", - "issue:45290|issue:45381", - "issue:45200|issue:45588", - "issue:29942|issue:32090", - "issue:39692|issue:43526", - "issue:43611|issue:43931", - "issue:37428|issue:44351", - "issue:44206|issue:45823", - "issue:44462|issue:44561", - "issue:44561|issue:44779", - "issue:43335|issue:43653", - "issue:43819|issue:44493", - "issue:43550|issue:44112" + "issue:43335|issue:43550" ], - "prepared_review_unit_hash": "86a59824798bcf2f445aa873cef843216448d8645270fc80e93d3f6df34eb986", + "prepared_review_unit_hash": "42a6e415fa75c9cab80bcff86f1026216a9674c7b54606a46de74344245612b0", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37293, - "estimated_input_tokens": 9324, - "estimated_eval_tokens": 18904 + "soft_pair_count": 31, + "serialized_chars": 37091, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous with no clear duplicate pair. Most items are isolated bug reports or docs regressions across different models/APIs, so I would not merge any soft-edge candidates.", - "confidence": 0.31, - "canonical_issue_reason": "issue:44521 is the strongest representative because it has the most discussion/inbound references and centers on a high-traffic API (`apply_chat_template`) with a concrete multimodal bug.", + "summary": "No soft pair looks like a true duplicate or same underlying change; the candidates mostly share broad subsystems or similar regression wording, but each points to a different concrete failure mode. The strongest issue candidate overall is the multimodal `apply_chat_template` bug in issue 44521.", + "confidence": 0.88, + "canonical_issue_reason": "issue 44521 is the clearest anchor: it describes a specific, reproducible multimodal `apply_chat_template` failure with a well-defined wrong output (`assistant_masks` all zeros) and active discussion.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best standalone issue in this set: concrete, user-impacting, and well-documented compared with the more niche or documentation-only reports.", + "best_issue_reason": "issue 44521 is the most suitable global representative because it is narrowly scoped, actionable, and tied to a concrete API behavior rather than a vague subsystem complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Different tokenizer families and different failures: AutoTokenizer loading vs save_pretrained/tokenization in Wav2Vec2." + "reason": "Both involve loading/runtime breakage, but one is a config field regression and the other is a model-load failure in a different path; not the same bug." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "One is a dtype regression during evaluate; the other is MoE training memory usage. Not the same bug." + "reason": "Both are ImportErrors, but they reference different missing symbols from different modules and model families." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43844", + "right": "issue:44936", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is a batching crash and the other is incorrect assistant masks; likely separate fixes." + "reason": "These are unrelated training/evaluation issues: one is gradient growth with ZeRO-3, the other is `trainer.evaluate()` after training." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Tokenizer special-token registration vs a GraniteSpeech CI device-override failure; unrelated." + "reason": "Both are version-related loading problems, but one is a missing config attribute and the other is meta-device model loading failures across specific models." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Both are docs/deprecation complaints, but they target different pipeline behaviors and different APIs." + "reason": "One is a processor/tokenizer regression for multimodal custom code; the other is a batched video processor shape bug." }, { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Video processor shape bug and Qwen2-57B TP OOM are unrelated." - }, - { - "left": "issue:43450", - "right": "issue:43493", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Batched video shape issue vs SigLIP2 implementation discrepancy; different code paths." + "reason": "Both are `pad_token_id`-style attribute errors, but they affect different configs/models and likely different code paths." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Feature-extractor arg regression vs Whisper empty-transcription failure; not the same underlying defect." + "reason": "These are different import/detokenization problems affecting different models and failure surfaces." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "LoRA/tied-embeddings model collapse is unrelated to the 2^24 category limit error." + "reason": "Both concern label handling in processors, but one is a metric-gathering bug and the other is `reduce_labels` returning a truncated array." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "DSA indexer activation issue vs removal of `is_torch_fx_available`; no shared bug." + "reason": "One is a processor API regression; the other is an offloading problem with quantization. Same broad area, different bug." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "DAC latent mismatch vs Qwen3 Omni MoE helper length behavior; different model components." + "reason": "Both mention model memory/behavior issues, but one is zero probabilities in SigLIP2 and the other is memory not being released for RT-DETR." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Audio chat-template sampling-rate default vs batched video input shape bug; different subsystems." + "reason": "Different failures: Qwen3Moe FP8 config error versus a missing top-level import for a VL model class." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Different problems entirely: DAC latent reconstruction vs GraniteSpeech CI override." + "reason": "Same model family, but one is zero probabilities in HF inference and the other is a discrepancy versus the original JAX implementation." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Processor input-size mismatch vs image loss AMP crash; not the same issue." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize when weights are untied." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Training/eval dtype regression is unrelated to the pipeline translation-error messaging bug." + "reason": "Both are tokenizer-related, but one is AutoTokenizer loading and the other is save/tokenization failure for a wav2vec2 model." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure; different code paths." + "reason": "Both hit `apply_chat_template`, but one crashes on batched padded input while the other returns wrong assistant masks for multimodal input." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "CPU offload device mismatch is unrelated to the Qwen3 Omni helper output-length issue." + "reason": "Both concern training/memory or dtype behavior, but one is BF16-to-FP32 embedding dtype drift and the other is MoE memory inefficiency." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Import error around a flash-attention helper vs broad Torch 2.10 incompatibility; too general to merge." + "reason": "Both are CI-related, but one is tokenizer special-token registration and the other is a stale device override test." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Loss crash under AMP vs D-FINE auxiliary-loss omission; separate training bugs." + "reason": "Both are docs/API cleanup around pipelines, but they refer to different tasks and different deprecated arguments." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Pegasus v4/v5 output drift vs Qwen3 recurrent-state reset; different model behaviors." + "reason": "A batched video processor shape bug is unrelated to a tensor-parallel OOM during model loading." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Chat-template tool-call crash vs video vision position-id bug; unrelated multimodal issues." + "reason": "Different audio-related regressions: one is a feature extractor center-argument crash, the other is Whisper empty-transcription failure after token alignment." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:43450", + "right": "issue:43493", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting vs flash_attention sinkless-model AttributeError; different failures." + "reason": "Same general vision area, but one is batched processor output shape and the other is implementation discrepancy against JAX." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Flash Attention test failure vs Trainer `_gpu_broadcast_one` NoneType error; no common bug." + "reason": "LoRA merge collapse with extended vocabulary is unrelated to the category-count limit runtime error." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "SigLIP2 docs/model mismatch vs BEiT Fast image processor label reduction bug; unrelated." + "reason": "Both are internal helper-function problems, but they affect different DAC/qwen3_omni_moe code paths and behaviors." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Base-model-prefix loading breakage vs Qwen3-VL weight-shape mismatch; different model-loading problems." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to video processor batch-shape handling." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different root causes." + "reason": "No shared underlying bug: DAC latent decoding mismatch versus a stale CI device override test." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Both mention device mismatch, but one is a feature extractor crash and the other is a Gemma4 forward-pass placement issue." + "reason": "Different models and failure modes: processor/model input-size mismatch versus AMP/CUDA loss crash." }, { - "left": "issue:44462", + "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "Tokenizer repository resolution bug vs removal of `is_torch_fx_available`; unrelated." + "reason": "A discussion about a DSA indexer activation choice is unrelated to `is_torch_fx_available` removal breaking remote-code models." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Trust-remote-code breakage from API removal vs Deepseek tokenizer regression; different causes." + "reason": "Embedding dtype drift during evaluation is unrelated to an incorrect translation-task pipeline error message." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Sparse-layer config bug vs BigBird tokenizer special-token registration; no overlap." + "reason": "CPU offload device mismatch for Bark is unrelated to a qwen3_omni_moe helper-length calculation issue." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "DAC latent reconstruction bug vs widespread position-id key warnings; unrelated." + "reason": "An import symbol regression is not the same as general Torch 2.10 incompatibility." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Bamba SDPA/compile failure vs GraniteSpeech CI stale override test; different failures." + "reason": "Both concern model configuration/runtime behavior, but one is sparse-layer creation and the other is torch.compile with SDPA on a different model." } ] }, @@ -7634,21 +7526,20 @@ "component_index": 1, "component_count": 17, "review_unit_index": 24, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ - "issue:28218", "issue:29127", "issue:29942", "issue:32090", - "issue:33357", "issue:34689", "issue:35141", + "issue:37428", "issue:38175", "issue:39692", "issue:40444", @@ -7657,50 +7548,65 @@ "issue:43526", "issue:43550", "issue:43606", - "issue:43701", + "issue:43611", + "issue:43653", "issue:43720", "issue:43723", - "issue:43873", - "issue:43927", + "issue:43819", + "issue:43931", "issue:44112", + "issue:44206", "issue:44292", + "issue:44351", "issue:44448", + "issue:44462", "issue:44493", "issue:44554", - "issue:44568", + "issue:44561", + "issue:44743", "issue:44779", "issue:44855", "issue:44857", "issue:44977", "issue:45072", "issue:45083", - "issue:45198", + "issue:45200", "issue:45229", + "issue:45290", "issue:45310", - "issue:45372", - "issue:45459", + "issue:45381", "issue:45478", - "issue:45491", "issue:45520", - "issue:45563", "issue:45588", "issue:45593", - "issue:45698", - "issue:45712", - "issue:45803", + "issue:45823", "issue:45859" ], "soft_pairs": [ - "issue:45310|issue:45478", + "issue:45290|issue:45381", + "issue:44448|issue:44743", + "issue:44857|issue:45593", + "issue:45200|issue:45588", + "issue:29942|issue:32090", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:39692|issue:43526", + "issue:44206|issue:45823", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43550|issue:44112", "issue:43335|issue:43504", - "issue:45588|issue:45859", + "issue:45310|issue:45478", + "issue:44855|issue:45083", "issue:29127|issue:32090", "issue:43335|issue:45083", - "issue:44855|issue:45083", + "issue:45588|issue:45859", "issue:39692|issue:44493", "issue:44292|issue:45520", - "issue:44448|issue:44779", "issue:38175|issue:44493", + "issue:44448|issue:44779", "issue:43335|issue:45072", "issue:43335|issue:45593", "issue:43720|issue:44112", @@ -7708,66 +7614,204 @@ "issue:40444|issue:43526", "issue:43723|issue:44554", "issue:34689|issue:35141", - "issue:43606|issue:44857", "issue:44448|issue:44977", - "issue:44857|issue:45072", - "issue:44568|issue:45491", - "issue:28218|issue:32090", - "issue:43927|issue:45698", - "issue:45198|issue:45803", - "issue:44977|issue:45563", - "issue:43701|issue:45083", - "issue:29942|issue:35141", - "issue:45459|issue:45712", - "issue:43550|issue:45083", - "issue:43873|issue:44493", - "issue:45372|issue:45588", - "issue:32090|issue:33357" + "issue:43606|issue:44857", + "issue:44857|issue:45072" ], - "prepared_review_unit_hash": "459d6727d4e679a87b44677636080abf2e73ea25d105ea020b08ca808ba9a631", + "prepared_review_unit_hash": "e8f2209aead4a1deca6a2247a52f80bfc5dbf41d83049670f7638201c19472e8", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36930, - "estimated_input_tokens": 9233, - "estimated_eval_tokens": 18722 + "soft_pair_count": 34, + "serialized_chars": 37415, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The Qwen3.5 MoE pair (#45310/#45478) still looks like a true duplicate: same title, same model family, and same from_pretrained failure. The earlier issue #45310 is the better anchor, but not because it is open; it is simply the earlier report and the more suitable representative.", - "confidence": 0.9, - "canonical_issue_reason": "#45310 is the earlier report for the same Qwen3.5 MoE from_pretrained failure, so it is the best issue anchor without relying on issue state.", + "summary": "Mostly unrelated issue reports; only one soft pair is a true duplicate: the two identical Qwen3.5 MoE from_pretrained regression reports.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the earlier exact-match report of the Qwen3.5 MoE from_pretrained regression, so it is the best canonical issue over issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "#45310 best represents the duplicate pair because it is the first report of the same concrete loading bug and has the broader discussion trail.", + "best_issue_reason": "issue:45310 is the most representative issue here because it is the earliest and clearest duplicate target for the only confirmed overlap.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different bugs: chat-template crash with tool calls vs video vision_position_ids in Qwen2.5-VL." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and code paths: Pegasus output drift vs Qwen recurrent-state reset with cache." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated failures in different models: AMP/CUDA crash vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different Gemma4 text-only token-id behavior vs flash_attention.py sink-less-model crash." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and unrelated failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading regressions: base_model_prefix handling vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors are unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different regressions: unsupported center arg in feature extractor vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC from_latents mismatch is unrelated to the position-id key warnings in many models." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer tokenizer.json handling is unrelated to removal of is_torch_fx_available." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Trust-remote-code breakage from API removal is unrelated to Deepseek tokenizer output errors." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different issues: Bamba torch.compile SDPA failure vs GraniteSpeech stale device override test." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both touch different BEiT/SwitchTransformers areas with different root causes." + }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same underlying bug: both report transformers>=5.4.0 Qwen3.5 MoE from_pretrained failures for the same model family and code path." - } - ] - }, - "evaluator_result": { - "accept": false, - "feedback": "The duplicate judgment for #45310/#45478 is plausible, but the analyst overstates key facts from the packet. #45310 is not open in the provided data, so the rationale that it is the \u201cearlier, open report\u201d and the \u201cbest representative\u201d is not grounded. Because the canonical-selection reasoning relies on that incorrect state claim, the response should be rejected." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "reason": "Same underlying Qwen3.5 MoE from_pretrained regression; titles and failure description match closely." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to qwen3_omni_moe feat-extract length behavior." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue is unrelated to Trainer broadcast NoneType failure." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe length helper behavior are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve flash-attention-adjacent code, but they are different bugs in different functions." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc/example issues are unrelated to the generic position-id key warnings." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to the Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to position-id key warnings." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output difference and Qwen3.5 flash-attention generation issue are different model-specific regressions." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is unrelated to LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: LwDetrImageLoss AMP crash vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The duplicate call on issue:45310 / issue:45478 is supported by the identical titles and close descriptions, and the rest of the soft-edge rejections stay within title-level evidence without overclaiming. The canonical/best-issue choice is also reasonable because 45310 is the earlier report." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7776,50 +7820,47 @@ "component_index": 1, "component_count": 17, "review_unit_index": 25, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:10000", "issue:15354", - "issue:25251", "issue:28218", "issue:29127", "issue:29942", - "issue:30064", "issue:32090", + "issue:33357", + "issue:35141", "issue:37428", "issue:41720", - "issue:42915", - "issue:42994", "issue:43065", "issue:43066", "issue:43278", "issue:43329", "issue:43381", "issue:43412", + "issue:43550", "issue:43653", + "issue:43701", "issue:43873", + "issue:43927", "issue:43976", "issue:43994", - "issue:44186", - "issue:44206", - "issue:44265", - "issue:44361", "issue:44448", - "issue:44451", "issue:44462", "issue:44466", - "issue:44479", + "issue:44493", + "issue:44568", "issue:44743", "issue:44857", - "issue:44871", "issue:44977", "issue:44987", + "issue:45083", "issue:45198", "issue:45229", "issue:45245", @@ -7828,12 +7869,27 @@ "issue:45412", "issue:45440", "issue:45459", - "issue:45520", + "issue:45491", "issue:45563", "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", "issue:45823" ], "soft_pairs": [ + "issue:44568|issue:45491", + "issue:45198|issue:45803", + "issue:28218|issue:32090", + "issue:43927|issue:45698", + "issue:44977|issue:45563", + "issue:43701|issue:45083", + "issue:43550|issue:45083", + "issue:29942|issue:35141", + "issue:45459|issue:45712", + "issue:45372|issue:45588", + "issue:43873|issue:44493", + "issue:32090|issue:33357", "issue:37428|issue:44987", "issue:43412|issue:45588", "issue:43873|issue:45229", @@ -7842,230 +7898,232 @@ "issue:41720|issue:45229", "issue:10000|issue:15354", "issue:43976|issue:45440", - "issue:28218|issue:29127", "issue:45372|issue:45406", - "issue:45372|issue:45459", + "issue:28218|issue:29127", "issue:43065|issue:43994", - "issue:43066|issue:44462", + "issue:45372|issue:45459", "issue:44857|issue:45588", + "issue:43065|issue:45412", "issue:44448|issue:44466", + "issue:43066|issue:44462", "issue:43278|issue:43381", - "issue:43065|issue:45412", "issue:43653|issue:44743", - "issue:45588|issue:45823", - "issue:25251|issue:32090", - "issue:44186|issue:45198", - "issue:44206|issue:44479", - "issue:43994|issue:45412", - "issue:44451|issue:45520", - "issue:44361|issue:45198", - "issue:44871|issue:44977", - "issue:42915|issue:42994", - "issue:44265|issue:45198", - "issue:29942|issue:30064" + "issue:45588|issue:45823" ], - "prepared_review_unit_hash": "8d78d47bab9b9743fc316086ec9a5485a218973e891e16ebf51d2e137fd2bd7a", + "prepared_review_unit_hash": "91f608b87f81fcccbb12acefd605d899c9da92c75bda0708b298eef6f83cc92d", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36377, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "soft_pair_count": 31, + "serialized_chars": 37199, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs span unrelated tokenizer, export, quantization, flash-attention, model-loading, and training issues. None look like the same underlying bug/change, so all soft edges should be rejected and there is no meaningful duplicate canonical for the cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No strong canonical issue: the items do not form a single duplicate set, so there is no sensible anchor issue for this cluster.", + "summary": "The cluster is highly heterogeneous: tokenizer, multimodal, training, export, flash-attention, and device-mapping issues are mixed together. None of the soft pairs look like the same underlying bug or change closely enough to deduplicate safely.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items span unrelated problems across many subsystems and time periods.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the cluster is a mix of unrelated regressions across different subsystems and models.", + "best_issue_reason": "issue:44462 is the clearest self-contained bug report here: it names a concrete regression in AutoTokenizer loading tokenizer.json from the repo and is likely the most actionable reference issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "One is a flash-attention import error; the other is a model loading failure. Different failure modes and code paths." + "reason": "Different problems: missing BOS/EOS with add_special_tokens vs NaN embeddings from sliding-window attention and all-padding windows." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Gemma3n export with erfinv/training-guard issues is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Both involve tokenization/tensor conversion broadly, but one is a Wav2Vec2 save/tokenization failure and the other is a bare-except bug in Fuyu tensor conversion." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Quantization offloading behavior and Gemma4 multi-GPU CUDA OOM are different problems, not the same bug." + "reason": "Unrelated symptoms and code paths: extra space after added token vs Trainer NoneType broadcast error." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Category-count limits in image handling are unrelated to a stale generate warning about num_return_sequences." + "reason": "Both touch save/load behavior, but one is custom token IDs being lost and the other is loading the wrong custom module after save_pretrained." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "A dtype regression between train/eval is unrelated to a multimodal token-counting bug in video branches." + "reason": "Flash-attention generation failure is not the same as a stale warning for num_return_sequences." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Both involve GPU memory/runtime failures, but one is Qwen3 device-mapping assert and the other is Gemma4 OOM; not the same code path." + "reason": "Checkpoint key mismatch and a feature-extraction helper returning unexpected lengths are unrelated." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "German DistilBertModel issue and torch.jit generator-exp export failure are unrelated." + "reason": "torch.compile + SDPA failure in Bamba is a different code path from qwen3_omni_moe feature-length logic." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Python-version compatibility and DeepSeekV3MoE divergence are distinct bugs." + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are distinct issues." }, { - "left": "issue:28218", - "right": "issue:29127", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to a LayoutLMv3 error-message clarity issue." + "reason": "Tokenizer error masking with missing protobuf has nothing to do with leftover dummy classes or dir(transformers) leakage." }, { "left": "issue:45372", - "right": "issue:45406", + "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import failure and Gemma4Processor missing _tokenizer during serve are different failures." + "reason": "Gemma4 processor import failure and a flash_attention.py crash on s_aux=None are different bugs." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "A mistral_common import breakage is unrelated to tokenizer error masking when protobuf is absent." + "reason": "Quantization/offloading behavior and unexpected position-id keys are separate problems." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs are unrelated model-specific bugs." + "reason": "Trainer broadcast NoneType error and Mac bus error with a CLIP model are unrelated failures." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "Wrong tokenizer decoder type and AutoTokenizer ignoring tokenizer.json are both tokenizer-related but clearly different defects." + "reason": "Both are import/loading failures, but they concern different modules and failure modes; not the same concrete bug." }, { - "left": "issue:44857", + "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP crash and flash_attention s_aux=None crash are different code paths and symptoms." + "reason": "Executorch export guard/support issues are not the same as a flash-attention crash on sink-less models." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading bug and multi-GPU CUDA OOM are different concerns." + }, + { + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Pegasus output drift across versions is unrelated to lm_head.weight serialization inconsistency." + "reason": "Category-count runtime limit and a stale generation warning are unrelated." }, { "left": "issue:43278", - "right": "issue:43381", + "right": "issue:43329", "accept": false, - "reason": "Embedding dtype regression and gradient-checkpointing-in-eval failure are separate behaviors." + "reason": "Embedding dtype drift in eval and undefined video-branch variables are different bugs." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "A placeholder Conv2d implementation is unrelated to RT-DETR memory not being released after deletion." + "reason": "Auto device mapping cudaErrorAssert on A800 is not the same as a multi-GPU OOM." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure have no shared underlying bug." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "flash_attention s_aux=None crash and Gemma4 PLE device mismatch are different bugs." + "reason": "Python version compatibility and DeepSeekV3MoE divergence are unrelated." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Pipeline top_k nesting behavior and Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Gemma4 processor loading import error and Gemma4Processor missing _tokenizer on serve are distinct failures." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:28218", + "right": "issue:29127", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are different tokenizer/model issues." + "reason": "Tokenizer spacing after added tokens and layoutlmv3 error-message clarity are not the same bug." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen2.5/3 VL video regression do not share the same root cause." + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "SigLIP2 incorrect outputs and RT-DETR memory leak are unrelated." + "reason": "Gemma4 processor import breakage and tokenizer protobuf error masking are different code paths." }, { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Loading ScandiBERT and a flash_attn import KeyError on Python 3.13 are different issues." + "reason": "AMP/CUDA crash in LwDetrImageLoss is not the same as flash_attention.py crashing on s_aux=None." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory not being released are unrelated." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Gemma eos_token_id config mismatch is not the same as Qwen3.5 flash-attention generation regression." + "reason": "Different issues: Pegasus output changes across versions vs inconsistent lm_head.weight serialization tied to device." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 failure and quantized model saving failure are different quantization-related bugs." + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are related to tokenizers, but they are not the same concrete bug." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "torch.export failing on torch_compilable_check and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "Embedding dtype mismatch in eval and gradient checkpointing in eval mode are separate issues." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3 recurrent-state reset are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Failing Flash Attention 2 tests and void segmentation-map processing are unrelated test/product bugs." + "reason": "A flash-attention crash on sink-less models and Gemma4 PLE device mismatch are different problems." } ] }, @@ -8081,33 +8139,31 @@ "component_index": 1, "component_count": 17, "review_unit_index": 26, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ + "issue:25251", "issue:29127", "issue:29942", + "issue:30064", "issue:32090", "issue:33290", "issue:33357", "issue:34567", - "issue:35141", "issue:36010", "issue:39692", "issue:42915", - "issue:43232", + "issue:42994", "issue:43257", - "issue:43262", "issue:43278", "issue:43334", "issue:43381", - "issue:43388", "issue:43421", - "issue:43441", "issue:43526", "issue:43531", "issue:43653", @@ -8115,255 +8171,271 @@ "issue:43756", "issue:43761", "issue:43824", - "issue:43931", - "issue:44062", + "issue:43994", "issue:44186", "issue:44206", + "issue:44265", "issue:44279", + "issue:44361", "issue:44442", + "issue:44451", "issue:44464", + "issue:44479", "issue:44610", - "issue:44857", + "issue:44871", "issue:44977", - "issue:45072", "issue:45103", + "issue:45198", "issue:45245", "issue:45372", "issue:45412", "issue:45440", "issue:45491", - "issue:45588", + "issue:45520", "issue:45593", "issue:45834", - "issue:45859", - "issue:45907" + "issue:45859" ], "soft_pairs": [ + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:43994|issue:45412", + "issue:44206|issue:44479", + "issue:44451|issue:45520", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:44265|issue:45198", "issue:43756|issue:45440", - "issue:43257|issue:43278", "issue:43421|issue:45491", + "issue:29942|issue:30064", + "issue:43257|issue:43278", "issue:33357|issue:39692", "issue:29127|issue:34567", - "issue:32090|issue:33290", "issue:44610|issue:45412", + "issue:32090|issue:33290", "issue:45103|issue:45372", "issue:45440|issue:45593", "issue:43824|issue:44279", "issue:43653|issue:44442", - "issue:43381|issue:43701", "issue:43761|issue:45859", + "issue:43381|issue:43701", "issue:43526|issue:45834", "issue:29942|issue:36010", "issue:43526|issue:44186", "issue:29127|issue:33357", "issue:43334|issue:43531", - "issue:29127|issue:35141", - "issue:44464|issue:45491", "issue:44977|issue:45245", - "issue:42915|issue:43931", - "issue:44442|issue:45072", - "issue:43262|issue:44206", - "issue:43526|issue:44857", - "issue:43232|issue:43388", - "issue:43441|issue:45588", - "issue:44062|issue:45907" + "issue:44464|issue:45491" ], - "prepared_review_unit_hash": "018ca9623e7ca17f1c06409133fb7a8607d7430f76edf3a7beda930d4cc88baa", + "prepared_review_unit_hash": "d871fdca64d5118c75b662b4f8bc42784d19c24f4da02aa5a97bd1b48a095231", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36212, - "estimated_input_tokens": 9053, - "estimated_eval_tokens": 18362 + "soft_pair_count": 30, + "serialized_chars": 36655, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the paired items share broad transformer-adjacent vocabulary but do not describe the same underlying bug or change. I would not collapse these into one duplicate set; each soft pair is a false positive.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43441 is the clearest self-contained bug report in the set, with a specific model, version context, and runtime failure path. It is a reasonable anchor if one issue must be chosen, but it does not represent the rest of the cluster.", + "summary": "This cluster is heterogeneous: it contains many unrelated tokenizer, processor, model-loading, quantization, and runtime issues. I found no strong duplicate groups among the provided soft pairs, so all soft edges are rejected.", + "confidence": 0.14, + "canonical_issue_reason": "No clear duplicate cluster stands out; if one issue must anchor the set, issue 43994 is the most self-contained and reproducible runtime failure among otherwise mixed reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43441 is the best single issue artifact here because it is concrete and actionable, but only for its own flash-attention failure; the cluster as a whole is too mixed for a broader canonical issue.", + "best_issue_reason": "Issue 43994 is the best representative of the cluster only in the loose sense that it is a concrete, actionable bug report; however, the overall set is not a cohesive duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Both mention MoE/DeepSeek, but one is about dropped RoPE layers while the other is about native-vs-remote implementation divergence; not the same bug." + "reason": "Different subsystems and failure modes: pipeline output shape vs Trainer GPU broadcast NoneType error." }, { - "left": "issue:43257", - "right": "issue:43278", + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different model/tokenizer paths and different bugs: LayoutLMv2 NER padding crash vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated problems: SigLIP2 bad outputs vs RT-DETR memory not released." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different code paths: feature extractor center-arg crash vs Qwen video-input regression." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Different issue classes: model loading failure for ScandiBERT vs Python 3.13 flash_attn import key error." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Both involve tokenization, but the concrete failures and models are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one is a FineGrainedFP8 model failure and the other is a save_pretrained issue; not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different symptoms: eos_token_id config mismatch vs flash-attention generation regression." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different mechanisms: torch.export with torch_compilable_check vs Wav2Vec2 tokenization/save failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to an embedding dtype change between training and evaluation." + "reason": "Different architectures and bug types: Smollm3 RoPE layer mismatch vs DeepseekV3MoE divergence from remote implementation." }, { "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 and all-padding windows." + "reason": "Tokenizer special-token runtime updates are unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading bug is unrelated to embedding dtype drift between train and eval." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "A MacOS bus error in CLIP loading is not the same as documentation example errors for SigLIP2." + "reason": "Both mention CLIP/SigLIP-family workflows, but one is a MacOS bus error and the other is a documentation example with multiple mistakes." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token-count updates are different problems in different code paths." + "reason": "LayoutLMv3 error-message clarity issue vs TrainerState token counter not updating; unrelated." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "A NoneType broadcast crash in Trainer is not the same as an Adafactor/deepspeed OOM issue." + "reason": "Processor resolution mismatch vs model memory leak are different bugs and code paths." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Processor/model input-size mismatch is unrelated to RT-DETR memory not being released on deletion." + "reason": "Trainer broadcast NoneType error is unrelated to DeepSpeed Adafactor OOM." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation handling and Gemma 4 processor loading/import errors are different failures." + "reason": "Auto-docstring annotation parsing crash is unrelated to Gemma 4 processor import failure." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 implementation divergence does not match D-FINE's missing auxiliary losses when denoising is off." + "reason": "DeepSeekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "A missing Qwen2.5-VL import and a generic dependency issue are too different to be duplicates." + "reason": "Importing a missing Qwen2.5-VL class is unrelated to a generic dependency issue." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird mask-token special registration and FastSpeech2Conformer tokenizer loading are different tokenizer bugs." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to loading FastSpeech2ConformerTokenizer." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer behaviors." + "reason": "CLIPVision hidden_states regression and Qwen3.5 MoE CPU-offload incompatibility are different model-path bugs." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility affect different models and code paths." + "reason": "Gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch are unrelated trainer issues." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to Kosmos2.5 OCR long-input index errors." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR long-input indexing." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "FlashAttention 2 test failures and a GenerationMixin import error are distinct regressions." + "reason": "Flash Attention tests and GenerationMixin import error do not share the same underlying bug." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer/processor-adjacent, but one is a label-reduction bug and the other is a LayoutLMv2Tokenizer crash on NER/padding." + "reason": "Different processors and different failure modes; not the same bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "An error-message issue in LayoutLMv3 is not the same as a CLIP MacOS bus error." + "reason": "LayoutLMv3 error messaging and CLIP MacOS bus error are unrelated." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL text config is unrelated to sliding_window behavior in Qwen3-MoE." - }, - { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "LayoutLMv3 error messaging and token-embedding reinitialization after resize are different bugs." - }, - { - "left": "issue:44464", - "right": "issue:45491", - "accept": false, - "reason": "Chunked generation inconsistencies with compiled forward are not the same as Gemma3 NaNs from sliding-window attention." + "reason": "Qwen3-VL pad_token_id import-time AttributeError and Qwen3-MoE sliding_window behavior are different issues." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues are unrelated to the category-count runtime limit." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "FineGrainedFP8Config failures for Qwen3Moe and weight-shape mismatches for Qwen3-VL are different model-loading bugs." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatches affect different subsystems and failure modes." - }, - { - "left": "issue:43262", - "right": "issue:44206", - "accept": false, - "reason": "Audio chat-template sampling-rate defaults and a feature-extractor unsupported-argument crash are not the same bug." - }, - { - "left": "issue:43526", - "right": "issue:44857", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP/CUDA crashes are unrelated." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs update after sync_gpus and metric-gathering label truncation are separate distributed-training issues." + "reason": "Flash-attention generation regression is unrelated to category-count runtime limits." }, { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Both involve flash attention, but one is a Ministral-3 failure in Transformers v5 RC while the other is an s_aux=None crash for sink-less models; not the same concrete bug." - }, - { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "An AddedToken special-argument conflict is unrelated to list_repo_files failing to forward revision." + "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings are different bugs." } ] }, @@ -8379,304 +8451,288 @@ "component_index": 1, "component_count": 17, "review_unit_index": 27, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ + "issue:29127", "issue:33290", "issue:34567", "issue:34689", "issue:35141", - "issue:36331", "issue:39692", - "issue:41628", "issue:42907", + "issue:42915", + "issue:43232", + "issue:43262", "issue:43316", "issue:43381", - "issue:43493", + "issue:43388", + "issue:43441", "issue:43525", - "issue:43550", + "issue:43526", "issue:43575", "issue:43611", - "issue:43643", "issue:43646", "issue:43701", - "issue:43720", "issue:43723", - "issue:43749", "issue:43761", - "issue:43827", "issue:43873", "issue:43931", + "issue:44062", "issue:44077", "issue:44079", "issue:44188", - "issue:44190", + "issue:44206", "issue:44387", "issue:44442", "issue:44479", - "issue:44496", "issue:44743", "issue:44811", - "issue:44871", + "issue:44857", "issue:44898", - "issue:44913", "issue:45003", + "issue:45072", "issue:45216", "issue:45290", - "issue:45372", "issue:45440", "issue:45479", "issue:45491", + "issue:45588", "issue:45698", - "issue:45759", - "issue:45803" + "issue:45803", + "issue:45907" ], "soft_pairs": [ + "issue:29127|issue:35141", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:43232|issue:43388", + "issue:43441|issue:45588", "issue:44743|issue:44811", + "issue:44062|issue:45907", "issue:43575|issue:43701", "issue:43646|issue:44077", - "issue:43575|issue:44387", - "issue:45003|issue:45440", "issue:43761|issue:44079", + "issue:45003|issue:45440", + "issue:43575|issue:44387", "issue:43723|issue:45479", "issue:44442|issue:45803", "issue:43761|issue:44188", - "issue:43316|issue:43525", "issue:44479|issue:45290", + "issue:43316|issue:43525", "issue:42907|issue:45698", "issue:44442|issue:44898", "issue:33290|issue:34567", "issue:34689|issue:43611", "issue:39692|issue:45491", "issue:33290|issue:35141", - "issue:43381|issue:43873", "issue:33290|issue:34689", - "issue:43931|issue:45216", - "issue:43493|issue:43827", - "issue:43550|issue:44743", - "issue:44077|issue:44479", - "issue:43720|issue:44442", - "issue:43316|issue:45759", - "issue:41628|issue:45372", - "issue:43643|issue:44913", - "issue:43749|issue:43931", - "issue:33290|issue:36331", - "issue:44190|issue:44496", - "issue:43873|issue:44871" + "issue:43381|issue:43873", + "issue:43931|issue:45216" ], - "prepared_review_unit_hash": "0b13ed7c4c6876dd90cbbcff021a75a3c0d63f06522e49722a5c036e46f89f75", + "prepared_review_unit_hash": "b0791181acff28eac01b0e766bf2d95f1a30f5aab90c38a561653c7976395bdf", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37215, - "estimated_input_tokens": 9304, - "estimated_eval_tokens": 18864 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35665, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers v5 regressions around loading, config round-tripping, and serialization, but the proposed soft pairs are not true duplicates of the same underlying bug/change.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43646 is the broadest representative bug here: a v5 regression breaking custom model initialization, which aligns best with the cluster\u2019s general loading/config-compatibility theme.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated loading, generation, quantization, processor, and training bugs. None of the soft pairs look like true duplicates, so all candidate edges are rejected. The broadest representative issue is the Transformers 5.0.0 custom model initialization regression (#43646), but only as a loose thematic anchor.", + "confidence": 0.66, + "canonical_issue_reason": "#43646 is the broadest, most representative issue in the set: it describes a general Transformers 5.0.0 model-initialization regression rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it captures a broad, high-impact initialization regression rather than a narrow model-specific failure.", + "best_issue_reason": "#43646 is the best single issue to stand in for the cluster\u2019s main v5-regression theme, though the set is still too mixed to treat as one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different problems: LayoutLMv3 error messaging vs token embedding reinitialization after resize." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in inference; not the same code path." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure vs model weight-shape mismatch on load; distinct bugs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Chat-template audio sample-rate default bug vs unsupported `center` arg crash in a feature extractor." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label-reduction bug in BeitImageProcessorFast vs AMP/CUDA loss crash in LwDetrImageLoss." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update bug vs metric gathering dropping tuple labels; unrelated behavior." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model-specific regression and the other is an `s_aux=None` crash in integration code." + }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different bugs: recurrent-state reset with cache vs Whisper decode parameter handling." + "reason": "Qwen recurrent-state reset bug vs Whisper batch_decode skip_special_tokens handling; different subsystems." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor duplication vs list_repo_files revision forwarding; unrelated." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Model-load OOM with tensor parallelism is unrelated to resume_from_checkpoint key mismatches." + "reason": "TP load OOM for Qwen2-57B vs resume-from-checkpoint key mismatch; not the same issue." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Different components and failures: custom model init regression vs patchtsmixer post_init policy change." + "reason": "Custom model initialization regression vs patchtsmixer post_init policy change; different concrete failures." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Both mention OOM, but one is TP model loading and the other is int4 quantization memory inflation; not the same bug." + "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment bug; distinct code paths." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "sys.modules access safety bug is unrelated to DeepseekV3MoE implementation divergence." + "reason": "Unsafe sys.modules access vs DeepSeekV3MoE divergence from remote implementation." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Specific CLIP hidden_states regression is not the same as generic ModelOutput key assignment behavior." + "reason": "Specific Qwen TP OOM vs broader int4 reserved-memory/OOM regression; same symptom, different bug." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading in v5 and degenerate classification loss are separate issues." + "reason": "Tokenizer loading issue vs zero-loss classification bug; unrelated." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure is unrelated to Fuyu tensor conversion swallowing exceptions." + "reason": "AutoTokenizer load failure vs bare-except in tensor conversion; different failures." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIP hidden_states bug and torch.compile attention-kernel divergence are different code paths." + "reason": "Hidden-states regression vs attention-kernel divergence under `torch.compile`; unrelated." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Both are config-related, but they concern different models and different missing/discrepant fields." + "reason": "Video-input regression for Qwen variants vs chat-template crash with tool calls; different paths." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Video-input regression and chat-template tool-call crash are not the same underlying bug." + "reason": "Different config API regressions: Gemma3TextConfig discrepancy vs missing pad_token_id on Llama4Config." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load flows, but one is dequantized Ministral/Devstral saving and the other is wrong custom-module loading after save_pretrained." + "reason": "Save-time dequantization bug vs wrong custom module loaded after save_pretrained; related area but not the same bug." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure is unrelated to Perceiver image classification with non-default resolution." + "reason": "Tokenizer load failure vs Perceiver image-classification failure; no shared concrete cause." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "AdaFactor/deepspeed OOM and num_input_tokens_seen not updating are unrelated trainer bugs." + "reason": "Deepspeed/Adafactor OOM vs TrainerState token counter not updating; unrelated." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are model-loading regressions, but they affect different mechanisms and failure modes." + "reason": "Llama 3.2 Vision load break vs base_model_prefix loading regression; both loading-related but distinct." }, { "left": "issue:39692", "right": "issue:45491", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to Gemma3 NaN embeddings." + "reason": "Documentation example errors vs Gemma3 NaN embeddings; different bug classes." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer OOM and output embedding reinitialization in post_init are distinct problems." - }, - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Eval-mode gradient-checkpointing restriction is not the same as quantization offloading failure." + "reason": "OOM in deepspeed/Adafactor vs embedding reinitialization on resize; unrelated." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Different bugs: optimizer memory blowup vs Llama model-loading regression." - }, - { - "left": "issue:43931", - "right": "issue:45216", - "accept": false, - "reason": "Weight-shape mismatch at load time is separate from a save_pretrained regression." - }, - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "SigLIP2 implementation drift is unrelated to docs still referencing removed pipelines." - }, - { - "left": "issue:43550", - "right": "issue:44743", - "accept": false, - "reason": "torch.compile SDPA failure and recurrent-state reset with cache are different code-path bugs." - }, - { - "left": "issue:43720", - "right": "issue:44442", - "accept": false, - "reason": "BitNet accelerated-loading unpacking bug is unrelated to tokenizer loading failure." - }, - { - "left": "issue:41628", - "right": "issue:45372", - "accept": false, - "reason": "Both are import errors, but they involve different symbols and different processor-loading paths." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "Config missing-fields on trust_remote_code load is not the same as rotary_pct not persisting on reload." - }, - { - "left": "issue:43749", - "right": "issue:43931", - "accept": false, - "reason": "FSDP CPU-RAM-efficient loading and Qwen3-VL weight mismatch are unrelated." - }, - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "Implementation discrepancy and docs pipeline removal are unrelated." - }, - { - "left": "issue:43749", - "right": "issue:44496", - "accept": false, - "reason": "Broken FSDP loading and unrecognized model config are different issues." + "reason": "OOM during training vs model-loading regression; not duplicate." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Example script dataset loading failure is unrelated to config/model-type recognition." + "reason": "Gradient checkpointing in eval-mode bug vs quantization offloading issue; different behavior." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Quantization offloading behavior and Gemma eos_token_id config inconsistency are separate bugs." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 save_pretrained checkpoint regression; same family only at a very broad level." } ] }, @@ -8692,23 +8748,24 @@ "component_index": 1, "component_count": 17, "review_unit_index": 28, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:16998", "issue:22355", "issue:25251", "issue:28282", + "issue:33290", "issue:34689", "issue:36010", - "issue:41950", + "issue:36331", + "issue:41628", "issue:42175", - "issue:42617", "issue:43065", "issue:43295", "issue:43316", @@ -8716,26 +8773,26 @@ "issue:43388", "issue:43404", "issue:43441", - "issue:43452", - "issue:43475", + "issue:43493", "issue:43540", "issue:43550", - "issue:43575", - "issue:43606", - "issue:43646", + "issue:43643", "issue:43673", "issue:43688", - "issue:43701", - "issue:43742", - "issue:43761", + "issue:43720", + "issue:43749", "issue:43825", + "issue:43827", "issue:43856", + "issue:43873", + "issue:43931", "issue:44077", "issue:44162", + "issue:44190", + "issue:44442", "issue:44479", "issue:44496", "issue:44514", - "issue:44534", "issue:44617", "issue:44743", "issue:44792", @@ -8743,230 +8800,215 @@ "issue:44871", "issue:44877", "issue:44913", - "issue:45127", "issue:45137", - "issue:45200", - "issue:45584" + "issue:45372", + "issue:45759" ], "soft_pairs": [ - "issue:43381|issue:43856", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:44077|issue:44479", + "issue:43720|issue:44442", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:33290|issue:36331", "issue:34689|issue:36010", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:43381|issue:43856", "issue:44855|issue:45137", - "issue:43381|issue:43742", "issue:43540|issue:44514", "issue:43316|issue:44877", "issue:43673|issue:44743", "issue:42175|issue:43316", "issue:43404|issue:43441", - "issue:25251|issue:28282", - "issue:43065|issue:44617", "issue:44162|issue:44792", + "issue:43065|issue:44617", + "issue:25251|issue:28282", "issue:43388|issue:43688", "issue:43295|issue:43825", - "issue:16998|issue:22355", - "issue:44077|issue:44534", - "issue:41950|issue:43475", - "issue:45127|issue:45200", - "issue:44871|issue:45584", - "issue:43550|issue:43701", - "issue:43761|issue:44479", - "issue:43606|issue:43701", - "issue:43295|issue:44871", - "issue:43575|issue:43742", - "issue:43452|issue:44496", - "issue:42617|issue:43575", - "issue:43646|issue:44913" + "issue:16998|issue:22355" ], - "prepared_review_unit_hash": "de38021d5b862389defef0917faba0f0ba4bad3cbe25b097c44ed0f146113c21", + "prepared_review_unit_hash": "5a12409eeb1125645da8ea7513cf965b00a1da83be9227bbf367043a8c621f63", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35060, - "estimated_input_tokens": 8765, - "estimated_eval_tokens": 17786 + "soft_pair_count": 25, + "serialized_chars": 34612, + "estimated_input_tokens": 8653, + "estimated_eval_tokens": 17562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated Transformers issues spanning model loading, config quirks, generation regressions, and pipeline/model-specific bugs. The soft matches are mostly broad topical overlap, not the same underlying defect or change.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s v5 regression / model-initialization failures, though the overall set is too mixed to form a strong duplicate cluster.", + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues spanning model loading, pipelines, quantization/offloading, training, and multimodal regressions. No soft-edge pair looks like the same underlying bug/change closely enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43749 is the broadest, most central-looking runtime regression in the set, with high discussion and multiple inbound references around a core loading path breakage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor this cluster because it most generally reflects the recurring v5 breakage theme.", + "best_issue_reason": "issue:43749 is the strongest representative issue because it affects a foundational feature, has significant thread activity, and is phrased as a clear actionable regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43381", - "right": "issue:43856", - "accept": false, - "reason": "Different problems: gradient checkpointing in eval mode vs Qwen3 MoE training memory usage." - }, - { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Unrelated failures: Llama 3.2 Vision model loading vs missing GenerationMixin import." + "reason": "Both mention Gemma 3/translation-adjacent docs, but one is a model implementation discrepancy and the other is outdated docs referencing pipeline() after v5 removals." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43550", + "right": "issue:44743", "accept": false, - "reason": "Different code paths: Python 3.13 Deberta import parsing vs DeepSpeed ZeRO3 deque error." + "reason": "One is a torch.compile + SDPA failure for Bamba-9B-v2; the other is a Qwen3.5 recurrent-state cache bug. Different models and code paths." }, { - "left": "issue:43381", - "right": "issue:43742", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Checkpointing/eval-mode behavior does not match a MobileLLM loading key error." + "reason": "Patchtsmixer post_init validation is unrelated to the Qwen video-input regression; no shared underlying bug." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Both mention multimodal/video processing, but one is a video-input validation error and the other is a batched chat-template padding crash." + "reason": "BitNet packed-weight loading under accelerate and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated import/loading failures." }, { "left": "issue:43316", - "right": "issue:44877", - "accept": false, - "reason": "Different config bugs in different models: Gemma3TextConfig API mismatch vs granite_speech config strictness." - }, - { - "left": "issue:43673", - "right": "issue:44743", + "right": "issue:45759", "accept": false, - "reason": "Both involve caching/state, but one is missing generation cache in v5 and the other is recurrent state reset in a specific Qwen module." + "reason": "Gemma3TextConfig API mismatch and Qwen 3.5/3.6 composite config unwrapping are different multimodal config issues." }, { - "left": "issue:42175", - "right": "issue:43316", + "left": "issue:41628", + "right": "issue:45372", "accept": false, - "reason": "Package/backend installation issue vs model config API discrepancy; no shared bug." + "reason": "AutoImageProcessor import failure and ReasoningEffort/mistral_common processor-loading breakage are different import dependencies." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "Weight tying bug in Mistral3ForConditionalGeneration is not the same as a FlashAttention failure in Ministral-3." + "reason": "Missing fields with trust_remote_code=True and GPTNeoX rotary_pct not persisting are separate config serialization problems." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Pipeline output nesting bug vs missing PyTorch import; entirely different failures." + "reason": "FSDP CPU-efficient loading and Qwen3-VL weight shape mismatch are both loading-related but clearly different failure modes and subsystems." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:33290", + "right": "issue:36331", "accept": false, - "reason": "SAM3 pixel decoder dummy layer issue is not the same as a SAM3Video OOM." + "reason": "Adafactor+DeepSpeed OOM and CustomTrainer.compute_loss signature mismatch are different training bugs." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are unrelated." + "reason": "Llama 3.2 Vision load breakage in 4.46.2 and GenerationMixin import failure are unrelated regressions." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Training/evaluation utility bug vs auxiliary-loss normalization bug; different mechanisms." + "reason": "Local dataset loading in a training example and unrecognized OLMo-Hybrid config are unrelated issues." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Both are v5 regressions, but one is processor/tokenizer behavior and the other is a pipeline error message." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are separate model/runtime bugs." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43381", + "right": "issue:43856", "accept": false, - "reason": "DeBERTa model_max_length question and ONNX import error are unrelated." + "reason": "Gradient checkpointing in eval mode and MoE memory inefficiency are different training/runtime concerns." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "PatchTSMixer post_init policy is not the same as non-persistent buffer initialization corruption." + "reason": "PyTorch 3.13 indentation/import parsing issue and DeepSpeed ZeRO3 deque underflow are unrelated." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Video-classification processor selection and Sam3Video encoder attribute access are different bugs." + "reason": "Qwen3OmniMoe video ValueError and Qwen2_5_VL batched chat-template crash are both multimodal but distinct code paths." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "LoRA merge / tied embeddings issue is unrelated to Gemma 4 token-type defaults." + "reason": "Gemma3TextConfig API discrepancy and strict config blocking granite_speech loading are different config-compatibility bugs." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Gemma eos_token_id config mismatch is not the same as Whisper empty-transcription generation failure." + "reason": "GenerationMixin cache missing in v5 chunked_prefill and Qwen3.5 recurrent states resetting are unrelated generation bugs." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "torch.compile + SDPA failure is unrelated to resume_from_checkpoint key mismatch." + "reason": "Missing TensorFlow backend in torch-only install and Gemma3TextConfig API discrepancy are unrelated packaging vs config issues." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen VL video-input regression affect different models and paths." + "reason": "Weight tying bug in Mistral3ForConditionalGeneration and Ministral-3 FlashAttention failure are different model-specific regressions." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mismatch." + "reason": "ESM2 breakage and janus generate-images test failure are not the same defect." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Different v5-era config regressions with different symptoms and models." + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are separate SAM3 issues with different causes." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Both are loading problems, but one is tensor-parallel OOM and the other is a MobileLLM key error." + "reason": "Pipeline top_k nesting behavior and AutoModel PyTorch import error are unrelated." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "GGUF loading breakage is not the same as an unrecognized config/model_type error." + "reason": "gather_for_metrics dropping tuple labels and auxiliary-loss normalization in MoE models affect different training internals." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "3d_parallel.py runtime issue and Qwen2 load-time OOM are unrelated." + "reason": "Processor.tokenizer regression in v4.57.5 and pipeline translation support messaging in v5 are different API regressions." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Custom model initialization breakage is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "DeBERTa-V3 model_max_length question and transformers.onnx import error are unrelated." } ] }, @@ -8982,22 +9024,29 @@ "component_index": 1, "component_count": 17, "review_unit_index": 29, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:32090", "issue:35141", - "issue:41720", + "issue:41950", + "issue:42617", "issue:43065", - "issue:43335", - "issue:43388", + "issue:43295", + "issue:43452", + "issue:43475", "issue:43504", + "issue:43550", "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", "issue:43761", "issue:43827", "issue:43873", @@ -9005,259 +9054,280 @@ "issue:43931", "issue:43994", "issue:44060", - "issue:44079", + "issue:44077", "issue:44190", "issue:44242", - "issue:44462", "issue:44464", "issue:44479", + "issue:44496", "issue:44521", "issue:44534", "issue:44610", "issue:44617", "issue:44734", - "issue:44737", "issue:44792", - "issue:44855", "issue:44871", "issue:44913", "issue:44933", "issue:44964", "issue:44977", "issue:45127", - "issue:45245", + "issue:45200", "issue:45290", - "issue:45357", "issue:45362", "issue:45381", "issue:45406", "issue:45563", "issue:45584", - "issue:45588", - "issue:45600", - "issue:45698", - "issue:45803", - "issue:45907" + "issue:45698" ], "soft_pairs": [ + "issue:41950|issue:43475", + "issue:44077|issue:44534", + "issue:44871|issue:45584", + "issue:45127|issue:45200", + "issue:43550|issue:43701", + "issue:43761|issue:44479", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:42617|issue:43575", + "issue:43452|issue:44496", + "issue:43575|issue:43742", "issue:44734|issue:45406", + "issue:43646|issue:44913", "issue:43504|issue:45698", - "issue:43575|issue:43873", - "issue:44617|issue:45584", "issue:43931|issue:44060", + "issue:43575|issue:43873", "issue:43761|issue:44242", - "issue:32090|issue:35141", + "issue:44617|issue:45584", "issue:45563|issue:45584", + "issue:32090|issue:35141", "issue:44464|issue:44871", - "issue:44792|issue:44977", "issue:44479|issue:44734", + "issue:44792|issue:44977", "issue:43065|issue:44610", "issue:44521|issue:45381", - "issue:43827|issue:43994", "issue:43906|issue:45290", + "issue:43827|issue:43994", "issue:44464|issue:45563", "issue:44534|issue:44913", - "issue:44933|issue:45362", "issue:44190|issue:44964", - "issue:41720|issue:45245", - "issue:44792|issue:45600", - "issue:44855|issue:45588", - "issue:44737|issue:45803", - "issue:43388|issue:44079", - "issue:45127|issue:45357", - "issue:44462|issue:45907", - "issue:43335|issue:44855" + "issue:44933|issue:45362" ], - "prepared_review_unit_hash": "3375ef60bbe5e5295191826186b4790a8338d015895d74246414147d1058f449", + "prepared_review_unit_hash": "baf49edef4a3cb92871b7d3d48ed51a7e724ce18e48710a8eb7bec22d7b300b8", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35993, - "estimated_input_tokens": 8999, - "estimated_eval_tokens": 18254 + "soft_pair_count": 31, + "serialized_chars": 36917, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues with only superficial title overlap; I don\u2019t see any soft pair that is confidently the same underlying bug. The clearest standalone issue here is the ModelOutput None-key bug.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44079 is a precise, self-contained framework bug with clear failure semantics and broad utility as a representative issue.", + "summary": "This is a loose semantic grouping of mostly unrelated Transformers issues. None of the soft pairs look like true duplicates or mergeable into one fix; there are no PRs in the cluster.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43646 is the broadest representative of the loading/initialization regression subset, but the cluster is not a single underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44079 is the most canonical-looking issue: specific, actionable, and not tied to a model-specific edge case or a flaky environment report.", + "best_issue_reason": "issue:43646 is the closest thing to a cluster anchor because it is relatively general and overlaps the most with other loading/init-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Both touch `transformers serve`, but they describe different failures: KV-cache tensor indexing vs a missing `_tokenizer` attribute." + "reason": "Different failures: pipeline processor lookup vs missing vision encoder field in SAM3 video." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "One is a legacy preset-loading field problem; the other is loading the wrong custom module after save/load. Different code paths." + "reason": "Unrelated model internals: optional post_init constraint vs non-persistent buffer initialization junk." }, { - "left": "issue:43575", - "right": "issue:43873", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "OOM under tensor parallelism and offloading failures with quantization are different resource-management problems." + "reason": "Different symptom and code path: EOS config mismatch vs Whisper empty-transcription failure after align_special_tokens." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are unrelated model-specific bugs." + "reason": "Different model behaviors: LoRA merge with tied embeddings vs Gemma 4 mm_token_type_ids defaulting." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Weight-shape mismatch when loading Qwen3-VL is not the same as an incorrect tied-weights warning in Qwen3-Next." + "reason": "torch.compile/SDPA OOM on Bamba is unrelated to resume_from_checkpoint key mismatches." }, { "left": "issue:43761", - "right": "issue:44242", + "right": "issue:44479", "accept": false, - "reason": "CLIP hidden-states regression and missing load-balancing loss are different forward-pass behaviors in different model families." + "reason": "CLIPVision hidden_states regression is not the same as Qwen video-input regression." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Trainer GPU broadcast `NoneType` error and embedding reinitialization after resize are separate mechanisms." + "reason": "CPU offload device mismatch is a different bug from checkpoint key mismatch on resume." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "A stale generation warning is unrelated to Whisper failing on empty transcription after token alignment." + "reason": "Processor.tokenizer regression is unrelated to eos_token_id configuration inconsistency." }, { - "left": "issue:44464", - "right": "issue:44871", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward and Gemma EOS config mismatch are different bugs." + "reason": "Running 3d_parallel.py and TP OOM on Qwen2-57B are different runtime/resource problems." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "A Janus image-generation test failure and Qwen3.5 flash-attention generation issues are not the same defect." + "reason": "gguf_file loading breakage is not the same as missing model_type config for custom model loading." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Video-input regression in Qwen multimodal models and a serve KV-cache crash are unrelated." + "reason": "Tensor-parallel OOM and MobileLLM key error are distinct load-time issues." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "A dummy Conv2d implementation and a processor/model input-size mismatch are different issues." + "reason": "KV-cache continuation indexing bug is unrelated to Gemma4Processor missing _tokenizer." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Zero assistant masks in multimodal chat templates and wrong video vision_position_ids are distinct multimodal bugs." + "reason": "Generic v5 custom model init breakage and GPTNeoX rotary_pct reload bug are different code paths." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Docs still mentioning `pipeline()` and SigLIP2 nonsense outputs are different problems." + "reason": "Both involve loading, but one is a legacy preset field and the other is wrong custom-module resolution after save/load." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "`43906` is only a reproduction marker for another issue; the titles alone do not establish the same concrete bug as the chat-template/tool-call crash." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the tied-weights warning in Qwen3-Next." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:43575", + "right": "issue:43873", "accept": false, - "reason": "Generation inconsistency under compilation and a stale warning about `num_return_sequences` are not the same code-path problem." + "reason": "OOM during tensor-parallel load is not the same as quantization offloading behavior." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Non-persistent buffer junk values and GPTNeoX config reload behavior are unrelated regressions." + "reason": "Vision hidden_states regression and MoE load-balancing loss omission do not share a concrete fix." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Missing `image_utils` import and a Qwen3.5 chat crash do not describe the same failure." + "reason": "Sam3Video CUDA OOM is unrelated to Whisper empty transcription after token alignment." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Local dataset loading failure in a training script and model loading failure for Phi-4 multimodal are different subsystems." + "reason": "A stale generate warning and a real Whisper generation crash are different bugs." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and embedding reinit after resize are different mechanisms." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled chunked generation inconsistency is not the same as EOS config mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "CUDA assert on auto device mapping and a category-cardinality runtime limit are unrelated." + "reason": "Video-input regression in Qwen variants is unrelated to serve KV-cache tensor indexing." }, { "left": "issue:44792", - "right": "issue:45600", + "right": "issue:44977", "accept": false, - "reason": "Janus test failure and stale auto-mapping references to removed configs are different CI/model issues." + "reason": "Janus image-generation test failure is a different issue than Qwen3.5 flash-attention generation." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Python parsing failure in DebertaV2 import and flash-attention `s_aux=None` crash are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are unrelated model-specific bugs." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "CPU-bound rotary-position computation and a bare-except bug in tensor conversion are different defects." + "reason": "All-zero assistant masks in multimodal chat templating and wrong vision_position_ids are separate multimodal bugs." }, { - "left": "issue:43388", - "right": "issue:44079", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Metric gathering drops tuple labels in the last batch; ModelOutput key assignment with prior `None` is a separate data-structure bug." + "reason": "The isolated reproduction issue and apply_chat_template crashing on tool-call messages are not the same failure." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "LoRA/vocabulary merge collapse and incorrect visual encoder keys during save_pretrained are different persistence bugs." + "reason": "Docs still referencing pipeline() is unrelated to Siglip2 producing bad outputs with AutoModel/pipeline." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Ignoring `tokenizer.json` and failing to forward `revision` are separate Hub-loading issues." + "reason": "Compiled forward inconsistency and stale warning text are different severity and code paths." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and rotary_pct resetting on reload are distinct config/runtime problems." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to a model loading error for Phi-4 multimodal." + }, + { + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers and a Python 3.13 import parse error are unrelated." + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." } ] }, @@ -9273,29 +9343,28 @@ "component_index": 1, "component_count": 17, "review_unit_index": 30, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:36246", "issue:38175", "issue:38617", "issue:39692", "issue:41628", + "issue:41720", "issue:41950", - "issue:42175", "issue:43065", "issue:43295", "issue:43335", - "issue:43404", + "issue:43388", "issue:43479", "issue:43540", "issue:43550", - "issue:43643", "issue:43644", "issue:43650", "issue:43976", @@ -9306,36 +9375,44 @@ "issue:44186", "issue:44190", "issue:44220", - "issue:44246", - "issue:44279", + "issue:44462", "issue:44466", "issue:44496", - "issue:44561", "issue:44683", "issue:44734", + "issue:44737", + "issue:44792", "issue:44855", "issue:44913", "issue:44938", - "issue:44964", - "issue:45003", - "issue:45216", + "issue:45127", "issue:45245", "issue:45276", + "issue:45357", "issue:45375", - "issue:45406", "issue:45446", "issue:45542", "issue:45584", + "issue:45588", "issue:45600", "issue:45632", - "issue:45803" + "issue:45803", + "issue:45907" ], "soft_pairs": [ + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44737|issue:45803", + "issue:43388|issue:44079", + "issue:45127|issue:45357", + "issue:44462|issue:45907", + "issue:43335|issue:44855", "issue:44938|issue:45542", - "issue:44077|issue:44079", "issue:43976|issue:44855", - "issue:43644|issue:44913", + "issue:44077|issue:44079", "issue:43550|issue:44190", + "issue:43644|issue:44913", "issue:43540|issue:44734", "issue:44112|issue:45600", "issue:44496|issue:45803", @@ -9350,192 +9427,214 @@ "issue:36246|issue:41628", "issue:36246|issue:38617", "issue:44186|issue:44734", - "issue:38175|issue:43065", "issue:44683|issue:45446", - "issue:44466|issue:44913", - "issue:44734|issue:45632", - "issue:42175|issue:44279", + "issue:38175|issue:43065", "issue:44016|issue:44220", - "issue:43404|issue:45216", - "issue:44561|issue:45632", - "issue:44246|issue:45003", - "issue:43643|issue:44496", - "issue:45406|issue:45632", - "issue:44964|issue:45600", - "issue:44112|issue:44964" + "issue:44734|issue:45632", + "issue:44466|issue:44913" ], - "prepared_review_unit_hash": "170330efc71c1dd7d5bdc9ba9e466b581c7b122e298b5aa7acd1e653e789c034", + "prepared_review_unit_hash": "b2d44c9e058adc74073d17a29ad5d79fe313a6e4397af7f021738d196f838135", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37420, - "estimated_input_tokens": 9355, - "estimated_eval_tokens": 18966 + "serialized_chars": 36989, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues across different Transformers features and regressions. I don\u2019t see any soft pair that is strong enough to treat as the same underlying bug/change, so I\u2019d keep the items separate. The broad v5 serialization regression is the best cluster representative among the issues listed.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43644 is the broadest, most central regression here: it targets a core v5 save/load behavior with wider model impact than the narrower model-, pipeline-, or environment-specific reports.", + "summary": "The cluster is mostly heterogeneous: import/export regressions, model-specific runtime bugs, config/serialization issues, and a few CI/test failures. None of the soft pairs look like the same concrete underlying bug or change, so I would not merge any of them.", + "confidence": 0.91, + "canonical_issue_reason": "issue:41628 is a clear, broadly relevant import regression with a simple symptom and strong duplicate-search value.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest representative issue in the set because it describes a concrete, high-impact core regression rather than a niche model-specific failure.", + "best_issue_reason": "issue:41628 is the most generally useful representative bug report in this set because it is well-scoped, user-facing, and easy to recognize as a duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Different failure classes: Python 3.14 import/load issue versus a missing TensorFlow backend dependency when only tensorboard is installed." + "reason": "Different failures: Qwen3 device-mapping CUDA assert vs a category-count runtime limit." }, { - "left": "issue:44077", + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to Sam3LiteText auto-mapping references." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing issue is unrelated to flash_attention handling of s_aux=None." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and a bare-except in Fuyu tensor conversion are different code paths." + }, + { + "left": "issue:43388", "right": "issue:44079", "accept": false, - "reason": "Unrelated bugs: one is about an optional post_init constraint in patchtsmixer, the other about ModelOutput key assignment semantics." + "reason": "Metric-gathering label truncation and ModelOutput key assignment are unrelated bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse and incorrect visual encoder save keys are both multimodal, but not the same defect." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer loading ignores tokenizer.json, while the other issue is missing a revision passthrough in file listing." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the DebertaV2 import parsing failure." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and tensorboard-without-TF backend error are different issues." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Both are version-related import problems, but they affect different code paths and root causes (package compatibility vs. JIT parsing of a model file)." + "reason": "Version-compatibility problem in Transformers 5.1.0 is unrelated to the DebertaV2 import regression." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:44077", + "right": "issue:44079", "accept": false, - "reason": "One is a v5 buffer serialization regression; the other is GPTNeoXConfig losing rotary_pct on reload. Different model/config paths." + "reason": "PatchTST post_init validation and ModelOutput key handling are separate framework bugs." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Different subsystems and symptoms: Bamba torch.compile/SDPA failure versus dataset loading in an image-classification example script." + "reason": "Bamba torch.compile SDPA failure is unrelated to the local-dataset loading problem in the example script." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer serialization junk and GPTNeoX rotary_pct reload behavior do not share the same code path." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different products and code paths: Qwen3OmniMoe video input validation versus transformers serve KV-cache indexing in /v1/responses." + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache continuation indexing are unrelated." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both touch CI, but one is a stale GraniteSpeech test and the other is auto_mappings referencing removed Sam3LiteText configs." + "reason": "GraniteSpeech CI stale-device test and Sam3LiteText auto-mapping breakage are both CI-related but not the same bug." }, { "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "An unrecognized-model/config issue is not the same bug as a bare-except swallowing interrupts/errors in FuyuBatchFeature." + "reason": "Unrecognized model loading and Fuyu bare-except tensor conversion are unrelated." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different model behaviors: Gemma4 embedding resize bug versus Whisper empty-transcription generation failure." + "reason": "Embedding resize propagation bug and Whisper empty-transcription generation failure are different issues." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers config-layer construction and a local dataset loading failure are unrelated." + "reason": "SwitchTransformers config creation and local dataset loading are unrelated." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The first is a non-informative placeholder issue; the second is an fbank feature extraction bug. No shared underlying change." + "reason": "A placeholder data issue and an fbank feature extraction bug are unrelated." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Documentation/example errors in SigLIP2 are not the same as a dataset-loading script failure." + "reason": "SigLIP2 docs/example errors do not match the local dataset loading failure." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count overflow and Whisper special-token generation are unrelated." + "reason": "Category-count limit error is unrelated to Whisper generation after special-token alignment." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 embedding-resize behavior are different problems." + "reason": "Processor/tokenizer regression and embedding-resize propagation are different multimodal API bugs." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different config classes and fields; these are separate multimodal config initialization bugs." + "reason": "Default config initialization with None is not the same as missing deepstack_visual_indexes serialization." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A video-classification pipeline processor lookup bug is unrelated to a notebook syntax error." + "reason": "Video-classification pipeline processor mismatch and notebook syntax error are unrelated." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different fixes: Qwen2_5_VLImageProcessor versus AutoImageProcessor." + "reason": "Both are import errors, but one is a missing model-specific class export and the other is a missing top-level AutoImageProcessor import." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports in different modules; no evidence of a shared root cause." + "reason": "Different missing symbols from different modules; no shared underlying bug." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to serve KV-cache continuation indexing." - }, - { - "left": "issue:38175", - "right": "issue:43065", - "accept": false, - "reason": "A SigLIP2 probability anomaly and a dummy Conv2d in Sam3PixelDecoder are different model-level bugs." + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to serve KV-cache indexing." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both mention flex_attention, but one is a compiled flex_attention failure on torch>=2.9 while the other is a version-check/import bug for AuxRequest; not enough to merge." - }, - { - "left": "issue:44466", - "right": "issue:44913", - "accept": false, - "reason": "Serialization of tied weights depending on device is a different issue from GPTNeoXConfig rotary_pct not persisting on reload." - }, - { - "left": "issue:44734", - "right": "issue:45632", - "accept": false, - "reason": "Serve KV-cache tensor indexing and trust_remote_code cache-path collisions are unrelated code paths." + "reason": "Both touch flex_attention, but one is a compile failure on torch>=2.9 and the other is a version-check/import gate issue." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "A TensorFlow backend packaging problem is not the same as a generic dependency issue." + "reason": "SigLIP2 zero-probability behavior and Dummy Conv2d in Sam3PixelDecoder are unrelated." }, { "left": "issue:44016", @@ -9544,40 +9643,16 @@ "reason": "Notebook syntax error and audio feature extraction bug are unrelated." }, { - "left": "issue:43404", - "right": "issue:45216", - "accept": false, - "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is a different bug from Qwen3.5 checkpoint save_pretrained serialization." - }, - { - "left": "issue:44561", - "right": "issue:45632", - "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is separate from local-model cache-path collisions." - }, - { - "left": "issue:44246", - "right": "issue:45003", - "accept": false, - "reason": "Slow import and unsafe sys.modules access are different issues, even if both concern import-time behavior." - }, - { - "left": "issue:45406", + "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to trust_remote_code cache path collisions." - }, - { - "left": "issue:44964", - "right": "issue:45600", - "accept": false, - "reason": "Loading Phi-4-multimodal-instruct and auto_mappings referencing removed Sam3LiteText configs are different breakages." + "reason": "KV-cache continuation crash and trust_remote_code cache-path collision are different problems." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44466", + "right": "issue:44913", "accept": false, - "reason": "A stale CI test failure and a model-loading regression are not the same underlying bug." + "reason": "Tokenizer serialization/loading and GPTNeoX config reload are unrelated." } ] }, @@ -9593,27 +9668,25 @@ "component_index": 1, "component_count": 17, "review_unit_index": 31, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ - "issue:38175", - "issue:39692", "issue:41950", + "issue:42175", "issue:42907", "issue:43295", "issue:43299", "issue:43381", + "issue:43404", "issue:43441", - "issue:43479", - "issue:43525", "issue:43526", "issue:43531", - "issue:43577", + "issue:43643", "issue:43673", "issue:43824", "issue:43854", @@ -9622,18 +9695,20 @@ "issue:44016", "issue:44062", "issue:44075", + "issue:44112", "issue:44242", + "issue:44246", "issue:44279", "issue:44336", "issue:44351", "issue:44368", "issue:44496", "issue:44521", - "issue:44617", - "issue:44683", + "issue:44561", "issue:44933", "issue:44964", "issue:44987", + "issue:45003", "issue:45020", "issue:45042", "issue:45200", @@ -9643,14 +9718,22 @@ "issue:45335", "issue:45357", "issue:45405", - "issue:45542", + "issue:45406", "issue:45584", "issue:45593", "issue:45600", - "issue:45759", - "issue:45823" + "issue:45632", + "issue:45759" ], "soft_pairs": [ + "issue:42175|issue:44279", + "issue:43404|issue:45216", + "issue:44561|issue:45632", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:45406|issue:45632", + "issue:44112|issue:44964", "issue:42907|issue:43441", "issue:43854|issue:44964", "issue:43295|issue:45335", @@ -9658,12 +9741,12 @@ "issue:43976|issue:44987", "issue:43673|issue:44336", "issue:43531|issue:45600", - "issue:44496|issue:45042", "issue:43526|issue:43901", "issue:43824|issue:44933", + "issue:44496|issue:45042", "issue:43299|issue:45216", - "issue:45335|issue:45584", "issue:44075|issue:44368", + "issue:45335|issue:45584", "issue:43976|issue:44279", "issue:43901|issue:44496", "issue:43381|issue:45593", @@ -9673,230 +9756,222 @@ "issue:44521|issue:45325", "issue:44242|issue:45200", "issue:43976|issue:45405", - "issue:41950|issue:45020", - "issue:43479|issue:43525", - "issue:43577|issue:45216", - "issue:41950|issue:45823", - "issue:38175|issue:44617", - "issue:44279|issue:45405", - "issue:39692|issue:43901", - "issue:43299|issue:43854", - "issue:44683|issue:45542" + "issue:41950|issue:45020" ], - "prepared_review_unit_hash": "38275d3f886c76e2757f0075006a8870a86accd1dfbe02d9b188ecf4c8bb379c", + "prepared_review_unit_hash": "a1cef573d538b396d26cb6aba00c40c0e58a0b366fb9635d999d94c4c9895cc4", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36903, - "estimated_input_tokens": 9226, - "estimated_eval_tokens": 18708 + "serialized_chars": 36934, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and docs/import issues. The only strong thematic center is recent-version breakage around model loading and custom/remote-code models, so I\u2019d use that as the representative issue, but I would not deduplicate any of the soft pairs on titles alone.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45020 is the broadest and most representative report in the set: it frames the common theme of recent Transformers versions breaking model loading for custom/remote_code models. It is the best umbrella issue for this mixed regression cluster, even though it is not a strict duplicate of most others.", + "summary": "The cluster is mostly a grab-bag of distinct Transformers regressions around model loading, config/export, and multimodal processing. None of the suggested soft pairs look like true duplicates; they mostly share only broad subsystem or version-regression similarity.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45020 is the broadest open umbrella for the recurring remote_code/model-loading regressions in this set, so it is the best canonical anchor among the issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 best captures the shared cluster theme of recent-version compatibility regressions and model-loading breakages, and it is broad enough to serve as the main triage anchor.", + "best_issue_reason": "Issue 45020 is the most representative high-level issue here because it captures the general class of recent-version breakage affecting custom/remote-code models, which is the closest shared theme across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is a pip extra/backend packaging complaint; the other is a generic dependency issue. Same ecosystem, but not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different failures: untied lm_head weights vs incorrect checkpoint saving." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both mention trust_remote_code, but one is a removed helper causing breakage and the other is a cache-path collision." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import timing and unsafe sys.modules access are not the same concrete defect." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is an unrecognized-model/config issue." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different targets and root causes: Phi-4 multimodal load failure vs stale auto_mappings references breaking CI." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Processor _tokenizer attribute crash is unrelated to a local-model cache path collision." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test failure in GraniteSpeech is unrelated to a model-load regression for Phi-4 multimodal." + }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Same model family, but one is about saving dequantized Ministral/Devstral models and the other is a FlashAttention loading failure. Different bugs and code paths." + "reason": "Both are Ministral-related, but one is save/dequantization and the other is FlashAttention loading." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading failures, but for different models and likely different root causes. Not the same underlying bug." + "reason": "Different model families and different load failures; not the same underlying bug." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression versus resize_token_embeddings affecting decoder.embed_tokens. Different subsystems and failure modes." + "reason": "These are separate regressions in different model classes and code paths." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + "reason": "Notebook syntax error and AddedToken argument handling are unrelated." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version support issue versus a specific model loading failure. Too different to merge." + "reason": "Both are version-related breakages, but one is Python compatibility and the other is a specific model load failure." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache regression and ANSI escape handling in loading_report are unrelated." + "reason": "Generation cache regression and ANSI color output are unrelated." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior versus auto_mappings cleanup for Sam3LiteText configs. Different problems." - }, - { - "left": "issue:44496", - "right": "issue:45042", - "accept": false, - "reason": "Unrecognized-model config error versus PIL backend torchvision dependency regression. Different code paths." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale config references in auto_mappings." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug versus stale pipeline documentation. Not the same bug." + "reason": "ImageProcessor reduce_labels bug and docs mismatch for text classification are different issues." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different modules; no clear shared underlying defect." + "reason": "Both are import errors, but they refer to different missing symbols in different modules." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Qwen3VL MoE loading regression versus Qwen3.5 save_pretrained checkpoint corruption. Related model family, but different concrete bugs." + "reason": "Unrecognized model config and PIL backend requiring torchvision are separate problems." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Embedding resize bug and Whisper empty-transcription generation failure are unrelated." + "reason": "Both involve Qwen regressions, but one is loading a MoE model and the other is broken save_pretrained output." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD args and a warning about tie_word_embeddings are not the same issue." + "reason": "Unused SGD args and a tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "These affect different models and different APIs: embedding resize vs Whisper generation after token alignment." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python compatibility regression and a vague dependency issue do not point to the same concrete defect." + "reason": "Python-version incompatibility and generic dependency trouble do not point to one concrete defect." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Pipeline docs mismatch versus unrecognized model/config error. Different artifacts and different fixes." + "reason": "Documentation drift is unrelated to model config loading failure." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and missing auxiliary losses are unrelated training behaviors." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss omission are unrelated training bugs." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Qwen3VL loading regression versus save_pretrained visual-encoder-key regression. Same family, but not the same underlying bug." + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is incorrect visual-encoder keys on save." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific missing import and a broad collection of import errors are too weakly linked without evidence of the same root cause." + "reason": "A specific missing HybridCache import is not the same concrete issue as a broad report of many import errors." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model config versus AutoModelForCausalLM.from_config not unwrapping text_config. Different API paths." + "reason": "Unrecognized model config and missing text_config unwrapping are different failure modes." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "All-zero assistant masks in multimodal apply_chat_template is unrelated to Qwen2.5-VL rope position scaling." + "reason": "Assistant-mask generation and rope-index scaling are separate multimodal processing bugs." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load-balancing loss when router logits are off versus mm_token_type_ids defaulting behavior. Different model-training bugs." + "reason": "Missing load-balancing loss and defaulting mm_token_type_ids are different training-time behaviors." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python-version support regression and MIN_PEFT_VERSION bump are unrelated." + "reason": "Python support regression and an unreleased peft minimum version are unrelated release issues." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification pipeline processor selection and remote_code model loading are different problems." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Phi4MultimodalConfig default-initialization bug and missing pad_token_id on Llama4Config are distinct configuration issues." - }, - { - "left": "issue:43577", - "right": "issue:45216", - "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained corruption are unrelated." - }, - { - "left": "issue:41950", - "right": "issue:45823", - "accept": false, - "reason": "Video pipeline image-processor lookup and Gemma4 PLE device mismatch are different failure modes." - }, - { - "left": "issue:38175", - "right": "issue:44617", - "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and Sam3Video CUDA OOM are unrelated." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Generic dependency issue and unreleased PEFT minimum version are not the same bug." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "SigLIP2 docs example errors and stale pipeline docs mention are both documentation-related, but they are different documents and different errors." - }, - { - "left": "issue:43299", - "right": "issue:43854", - "accept": false, - "reason": "Qwen3VL loading regression and GLM-4.7 flash-loading test failure are unrelated." - }, - { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and tensorboard/TensorFlow backend detection are unrelated." + "reason": "Video-classification processor selection and remote_code model regressions are different code paths." } ] }, @@ -9912,33 +9987,32 @@ "component_index": 1, "component_count": 17, "review_unit_index": 32, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:33290", + "issue:38175", + "issue:39692", "issue:41950", - "issue:42175", "issue:42994", "issue:43065", - "issue:43262", "issue:43295", + "issue:43299", "issue:43317", "issue:43441", "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", "issue:43650", - "issue:43653", - "issue:43673", "issue:43723", - "issue:43761", - "issue:43784", + "issue:43854", "issue:43901", - "issue:43976", - "issue:43994", "issue:44016", "issue:44162", "issue:44261", @@ -9946,33 +10020,42 @@ "issue:44279", "issue:44291", "issue:44297", - "issue:44361", "issue:44462", "issue:44466", - "issue:44521", + "issue:44617", "issue:44623", - "issue:44671", "issue:44683", "issue:44749", "issue:44779", "issue:44898", "issue:45081", + "issue:45216", "issue:45276", "issue:45290", "issue:45397", + "issue:45405", "issue:45542", - "issue:45593", "issue:45600", "issue:45656", "issue:45712", + "issue:45812", "issue:45823", "issue:45834", "issue:45907" ], "soft_pairs": [ + "issue:43479|issue:43525", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:43577|issue:45216", + "issue:44683|issue:45542", + "issue:39692|issue:43901", + "issue:38175|issue:44617", + "issue:43299|issue:43854", + "issue:44279|issue:45405", "issue:43295|issue:44779", - "issue:44462|issue:45081", "issue:41950|issue:43650", + "issue:44462|issue:45081", "issue:33290|issue:45656", "issue:44297|issue:44462", "issue:45081|issue:45907", @@ -9980,221 +10063,212 @@ "issue:45600|issue:45712", "issue:43441|issue:45834", "issue:43450|issue:44279", - "issue:44261|issue:44263", "issue:43065|issue:44898", "issue:42994|issue:43317", "issue:44466|issue:45276", + "issue:44261|issue:44263", "issue:43441|issue:44683", "issue:43650|issue:45290", "issue:44623|issue:45397", "issue:44623|issue:44749", - "issue:43653|issue:45593", - "issue:43723|issue:44162", - "issue:43262|issue:44521", - "issue:43673|issue:43761", - "issue:43784|issue:45542", - "issue:44361|issue:45593", - "issue:44671|issue:44779", - "issue:44016|issue:45823", - "issue:43901|issue:43994", - "issue:42175|issue:43976" + "issue:43723|issue:44162" ], - "prepared_review_unit_hash": "19a395c2956d0ff4f86ae84dae2bc8e87d6b42e143617334c6bffd19e38a7d65", + "prepared_review_unit_hash": "adb073f25f58e30e9c5212466cb00fd7202106a3872134d38938abed56a465ca", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36089, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "serialized_chars": 35496, + "estimated_input_tokens": 8874, + "estimated_eval_tokens": 18004 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs mostly share a subsystem label (tokenizers, processors, deepspeed, CI, model loading) but not the same concrete bug. None of the candidate pairs look mergeable as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "The set is mostly heterogeneous Transformers bugs across unrelated subsystems. None of the suggested soft pairs look like true duplicates under a strict triage standard; the strongest standalone issue is the Granite AutoTokenizer v5 regression.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45812 is the most concrete high-impact bug report: it describes a silent v4\u2192v5 regression, has broad model impact, and includes clear symptom framing.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45812 is the best representative issue because it is specific, user-facing, and likely to attract the right fix work quickly.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different models and failure modes; not the same bug." + "reason": "Different configs and failures: Phi4Multimodal default sub-config initialization vs Llama4 missing pad_token_id." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is a Mistral regex patch crash. Different load paths." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths; not the same bug." }, { "left": "issue:41950", - "right": "issue:43650", + "right": "issue:45823", "accept": false, - "reason": "Unrelated topics: pipeline processor lookup vs a vague data request." + "reason": "Unrelated problems: video pipeline processor lookup vs Gemma4 device mismatch during forward." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Both mention deepspeed/optimizer, but one is OOM and the other is double-stepping. Different defects." + "reason": "Different lifecycle stages and symptoms: dtype propagation on load vs incorrect checkpoint saving." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Both concern tokenizer persistence/loading, but one is save_pretrained metadata mismatch and the other is repository tokenizer.json being ignored." + "reason": "Completely different subsystems: compiled flex_attention vs TensorFlow/tensorboard dependency handling." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Different bugs: Mistral tokenizer regex crash vs list_repo_files not forwarding revision." + "reason": "Both mention docs, but one is a broken SigLIP2 example and the other is stale pipeline documentation; not the same issue." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument error are unrelated." + "reason": "Different models and failure modes: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Both are repo-maintenance/CI issues, but they concern different files and failures." + "reason": "Both are model-loading failures, but for different models and likely unrelated regressions." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Different model-specific failures: FlashAttention on Ministral vs OCR index error in Kosmos2.5." + "reason": "One is a generic dependency issue; the other is a specific minimum-version bump to an unreleased PEFT version." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Incorrect batched video shape vs generic dependency issue; no shared code-path bug." + "reason": "Both involve tokenizer behavior regressions, but they are different symptoms and code paths." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:41950", + "right": "issue:43650", "accept": false, - "reason": "Different model internals: layernorm epsilon mismatch vs torch.split return handling." + "reason": "No substantive overlap: video-classification processor lookup vs an unrelated placeholder issue." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Different model components and symptoms; one is a dummy Conv2d, the other is Perceiver resolution handling." + "reason": "Different tokenizer-loading bugs: ignoring tokenizer.json vs a Mistral regex patch crash." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Both involve quantization/loading, but save failure and offload loading failure are distinct." + "reason": "Both mention deepspeed optimizers, but one is OOM with Adafactor and the other is double-stepping the optimizer." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Serialization of tied weights and resize_token_embeddings propagation are different bugs." + "reason": "Related area, but different bugs: tokenizer_class serialization mismatch vs AutoTokenizer preferring repository tokenizer files." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Different attention backends and environments; not the same concrete failure." + "reason": "Unrelated: tokenizer regex patch crash vs list_repo_files revision forwarding in CI." }, { - "left": "issue:43650", - "right": "issue:45290", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Vague data request vs apply_chat_template crash on tool-call assistant messages." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Processor save_pretrained missing files and zero3 from_pretrained are unrelated." + "reason": "Both are repo hygiene/CI issues, but they concern different stale references and different files." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Missing processor save artifacts vs tokenizer throughput regression; different bug classes." + "reason": "Different model-specific failures: FlashAttention incompatibility vs long-ocr input index error." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Tokenizer special-token registration and auxiliary-loss behavior are unrelated." + "reason": "Different categories: batched video processor shape bug vs generic dependency issue." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading problem and ESM2 model breakage are not the same defect." + "reason": "Distinct model/component bugs: dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default-resolution failure." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Both touch apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant masks." + "reason": "Both touch quantization/offload, but one is saving a quantized model and the other is loading a dequantized model with device_map=auto." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Generation cache handling and CLIP hidden_states output are unrelated code paths." + "reason": "Different serialization/weight-management bugs with no clear shared failure path." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Both are optional-backend import issues, but one is nn missing and the other is tf backend detection." + "reason": "Unrelated defects: RMS norm epsilon precision issue vs torch.split return handling." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Tokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Different attention-stack failures: FlashAttention model support vs compiled flex_attention on newer torch." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43650", + "right": "issue:45290", "accept": false, - "reason": "Both are v5 model regressions, but CamemBERT masked LM outputs and Deepseek tokenizer behavior are different bugs." + "reason": "No overlap: placeholder issue vs chat template crash with tool-call assistant messages." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Notebook syntax error vs Gemma4 device mismatch; no shared underlying issue." + "reason": "Different loading/saving paths: processor.save_pretrained missing files vs gemma-4 zero3 from_pretrained." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Documentation mismatch in pipeline docs and wrong SigLIP2 outputs are not the same bug." + "reason": "Different performance/serialization problems; the Chinese issue is about slow filtering after upgrade, not processor saving." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "TensorFlow dependency packaging issue and Python version compatibility issue are distinct." + "reason": "Generic tokenizer-loading issue vs a model-specific ESM2 breakage; no evidence of the same root cause." } ] }, @@ -10210,35 +10284,37 @@ "component_index": 1, "component_count": 17, "review_unit_index": 33, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ - "issue:36246", "issue:41628", "issue:41950", + "issue:42175", "issue:42491", - "issue:42757", "issue:43122", + "issue:43262", "issue:43299", "issue:43352", "issue:43450", "issue:43525", - "issue:43526", "issue:43531", - "issue:43596", "issue:43643", "issue:43650", + "issue:43653", "issue:43673", + "issue:43761", + "issue:43784", "issue:43824", "issue:43881", "issue:43901", "issue:43976", - "issue:44162", + "issue:43994", + "issue:44016", "issue:44188", "issue:44220", "issue:44242", @@ -10246,28 +10322,34 @@ "issue:44295", "issue:44297", "issue:44336", - "issue:44351", + "issue:44361", "issue:44373", - "issue:44485", "issue:44496", - "issue:44561", + "issue:44521", "issue:44589", "issue:44617", - "issue:44749", - "issue:44857", - "issue:44871", + "issue:44671", + "issue:44779", "issue:44987", - "issue:45003", - "issue:45200", "issue:45250", "issue:45362", "issue:45397", "issue:45542", "issue:45561", "issue:45563", - "issue:45593" + "issue:45593", + "issue:45823" ], "soft_pairs": [ + "issue:43653|issue:45593", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:44361|issue:45593", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43901|issue:43994", "issue:43122|issue:43650", "issue:44987|issue:45542", "issue:43824|issue:43976", @@ -10277,243 +10359,220 @@ "issue:43525|issue:43643", "issue:43450|issue:44617", "issue:42491|issue:43299", - "issue:43901|issue:44246", - "issue:44589|issue:45362", "issue:45561|issue:45563", + "issue:44589|issue:45362", "issue:41628|issue:43976", + "issue:43901|issue:44246", "issue:44336|issue:44373", "issue:44242|issue:45593", - "issue:43352|issue:45250", "issue:44295|issue:45397", "issue:41950|issue:44220", "issue:44246|issue:44496", - "issue:43531|issue:45362", - "issue:36246|issue:42757", - "issue:43526|issue:45003", - "issue:36246|issue:44351", - "issue:44336|issue:44485", - "issue:45003|issue:45561", - "issue:43673|issue:44561", - "issue:44246|issue:44871", - "issue:44242|issue:44857", - "issue:44162|issue:45200", - "issue:44295|issue:44749", - "issue:36246|issue:43596" + "issue:43352|issue:45250", + "issue:43531|issue:45362" ], - "prepared_review_unit_hash": "8c282ab5eaea7574b317f7ee6cdc1fde24cb3e030d104d68a5c3965f6811aa9d", + "prepared_review_unit_hash": "a6d9cc3484531fa8c6fabd37bd34fc08f98ad405e6231a79d81972a684bece0a", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36619, - "estimated_input_tokens": 9155, - "estimated_eval_tokens": 18566 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35401, + "estimated_input_tokens": 8851, + "estimated_eval_tokens": 17958 }, "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. A small subset concerns import regressions, but the rest span tokenizer behavior, model-loading failures, docs, performance, and model-specific training/runtime bugs. None of the soft pairs look like true duplicates.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 41628 is the best single representative because it is a clear, user-facing top-level import regression and is closest to the recurring import/error-failure theme in the cluster.", + "summary": "The set is heterogeneous: most items are distinct transformer bugs spanning tokenizers, multimodal processors, model loading, packaging, docs, and performance. The soft pairs only share broad subsystem similarity, not the same concrete underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "41628 is the most suitable cluster anchor: concrete, reproducible, and broadly understandable, while still being representative of the import-regression subset better than the model-specific or docs-only reports.", + "best_issue_reason": "issue:44521 is the strongest standalone bug report here: it is open, detailed, and has clear inbound interest, but it is not a duplicate of the other issues in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Different areas and symptoms: BigBirdTokenizer special-token decoding vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat template/processor code, but one is audio sampling-rate defaulting and the other is multimodal assistant-mask generation; different bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked_prefill regression vs CLIP vision hidden_states output; unrelated code paths." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Separate import-time dependency issues: sentence-transformers NameError vs missing TensorFlow backend wiring." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task-time AttributeError is unrelated to D-FINE auxiliary losses." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax/docs issue vs Gemma4 forward device-map runtime bug." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend install mismatch vs Python-version compatibility; not the same failure." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and likely different root causes: CamemBERT masked-LM outputs vs Deepseek tokenizer regression." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs model/pipeline inference producing bad outputs; different issues." + }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer behavior regression versus a placeholder/low-signal issue; no shared bug or code path." + "reason": "Tokenizer behavior regression vs unrelated placeholder issue titled 'ADD THE DATA'." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Different failure modes: model loading on transformers>=5.1.0 versus TensorFlow backend discovery when only tensorboard is installed." + "reason": "Model loading failure for a specific repo vs TensorFlow backend installation problem; unrelated." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Specific Qwen2_5_VL import failure versus a Python version compatibility problem; unrelated root causes." + "reason": "Specific missing export/import symbol vs Python 3.9/3.10 compatibility; not the same bug." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer serialization mismatch and Gemma-4 ZeRO3 loading are different bugs in different paths." + "reason": "Tokenizer save metadata mismatch vs Gemma4 zero3 loading failure; different code paths." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to glm-4v-9b loading failure." + "reason": "Llama4Config missing pad_token_id is a config-field bug, but glm-4v loading failed is a separate model-specific loading issue." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Torch.compile attention-kernel divergence and ANSI output in loading_report are completely unrelated." + "reason": "Attention-kernel divergence under torch.compile vs ANSI color codes in loading_report; unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both mention config fields, but one is a missing model attribute and the other is a trust_remote_code config hydration issue." + "reason": "Both mention config fields, but one is a missing pad_token_id on Llama4Config and the other is trust_remote_code losing fields from AutoConfig; too different to merge." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Batched video processor shape bug versus CUDA OOM in Sam3Video; not the same underlying issue." + "reason": "Incorrect batched video-processor shape vs CUDA OOM in Sam3Video; different symptom and fix." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen/moe models, but one is a HF4.x to HF5.x LoRA incompatibility and the other is a sliding-window loading regression." + "reason": "Both touch Qwen3 MoE compatibility, but one is LoRA/model reuse across branches and the other is a Qwen3VL loading regression; not the same concrete bug." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Docs mismatch for return_all_scores versus import-time slowness; different categories and symptoms." + "reason": "pytest-xdist file race vs stale generate() warning; unrelated." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage type error and Qwen3.5 chat crash are unrelated runtime failures." + "reason": "Storage-type import error vs Qwen3.5 chat crash; no shared code path." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Pytest-xdist file race and a stale generation warning are different parts of the codebase and different bugs." + "reason": "Missing AutoImageProcessor import is unrelated to Python version support." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Top-level import error versus Python 3.9+/3.10+ support matrix issue; not the same defect." + "reason": "Docs wording issue vs import-time slowness; not the same bug." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI formatting bug and a wrong docstring for position_ids do not share a concrete code path." + "reason": "Terminal ANSI formatting bug vs incorrect docstring for position_ids; unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern missing losses, but they affect different models and gating conditions; too broad to treat as one bug." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "Nemotron Flash Attention 2 support gap is not the same as a generic Flash Attention 2 topic issue." + "reason": "Both mention missing losses, but they are different losses in different models/flags and not one fixable PR." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access bug versus Gemma-4 ZeRO3 loading failure; unrelated." + "reason": "Buffer access error for position_ids vs Gemma4 zero3 loading failure; different root causes." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor selection bug versus audio fbank extraction issue." + "reason": "Video-classification pipeline processor lookup vs audio fbank extraction issue; different modalities and bugs." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import-time performance issue and unrecognized model/config loading are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:45362", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crash are different problems." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but they concern different symbols from different packages and different fixes." - }, - { - "left": "issue:43526", - "right": "issue:45003", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to unsafe sys.modules access in modeling_utils." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Different missing imports for different APIs; same symptom class, not the same bug." - }, - { - "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "ANSI code emission and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:45003", - "right": "issue:45561", - "accept": false, - "reason": "Unsafe sys.modules access and a pytest worker race do not overlap in code path or fix." - }, - { - "left": "issue:43673", - "right": "issue:44561", - "accept": false, - "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are different v5 regressions." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Import slowness and eos_token_id configuration inconsistency are unrelated." + "reason": "Import performance regression vs unrecognized-model config error; unrelated." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Load-balancing loss gating and a float16 AMP crash in LwDetrImageLoss are different bugs." + "reason": "Specific model not supporting Flash Attention 2.0 yet vs a generic Flash Attention topic; too broad and not the same change." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are unrelated model-specific issues." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "Position_ids buffer access and slower filtering after upgrade are unrelated performance/runtime issues." - }, - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "Qwen2_5_VL image-processor import error and BertModel zero3 index error are unrelated." + "reason": "Qwen3-MoE sliding_window bug vs Qwen3.5 chat crash; related model family but different failure modes and fixes." } ] }, @@ -10529,14 +10588,16 @@ "component_index": 1, "component_count": 17, "review_unit_index": 34, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ + "issue:36246", + "issue:42757", "issue:42886", "issue:43065", "issue:43232", @@ -10544,288 +10605,286 @@ "issue:43262", "issue:43408", "issue:43475", + "issue:43526", "issue:43540", + "issue:43596", "issue:43653", "issue:43673", "issue:43901", - "issue:43931", "issue:44060", "issue:44077", "issue:44162", + "issue:44242", "issue:44246", - "issue:44297", + "issue:44295", "issue:44336", + "issue:44351", "issue:44368", "issue:44466", + "issue:44485", "issue:44496", - "issue:44623", - "issue:44734", + "issue:44561", + "issue:44749", "issue:44779", - "issue:44869", + "issue:44857", + "issue:44871", "issue:44877", - "issue:44933", - "issue:44977", "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", "issue:45229", - "issue:45278", "issue:45292", "issue:45335", - "issue:45356", "issue:45375", - "issue:45397", "issue:45459", + "issue:45561", "issue:45563", "issue:45584", - "issue:45588", - "issue:45600", - "issue:45656", "issue:45701", "issue:45759" ], "soft_pairs": [ - "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43526|issue:45003", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:36246|issue:43596", "issue:44877|issue:45375", + "issue:44779|issue:45292", "issue:45292|issue:45584", "issue:45292|issue:45701", "issue:43901|issue:45003", - "issue:42886|issue:45229", "issue:43232|issue:44336", + "issue:42886|issue:45229", + "issue:43065|issue:43408", "issue:44496|issue:45003", "issue:44987|issue:45459", - "issue:43065|issue:43408", "issue:45375|issue:45759", "issue:43257|issue:45137", "issue:43262|issue:44246", - "issue:44995|issue:45200", "issue:44060|issue:44077", + "issue:44995|issue:45200", "issue:43475|issue:43540", - "issue:44466|issue:45335", "issue:43653|issue:44162", - "issue:44995|issue:45588", - "issue:44368|issue:45563", - "issue:44368|issue:44977", - "issue:45397|issue:45656", - "issue:43673|issue:44734", - "issue:45137|issue:45600", - "issue:43931|issue:44368", - "issue:44933|issue:45459", - "issue:44869|issue:45356", - "issue:43232|issue:43673", - "issue:44297|issue:44623", - "issue:43673|issue:45278" + "issue:44466|issue:45335", + "issue:44368|issue:45563" ], - "prepared_review_unit_hash": "f2016cf240b0e95c9506908e1f173f567e9e077d2c0874a217e207c7c55321ef", + "prepared_review_unit_hash": "543015ab137fe6a1c9c073c111cc5cc3f5f51e4e1ca042d98ff764661a1f26c5", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36678, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "serialized_chars": 36866, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it mixes unrelated tokenizer, config, generation, Deepspeed, and SAM/Qwen/Gemma issues. None of the soft pairs appear to be the same underlying bug or change.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45701 is the broadest, most cluster-like issue: a version-dependent tokenization regression. It is the closest representative of the tokenizer/version-regression subset, even though it is not a duplicate of the other items.", + "summary": "The set is highly heterogeneous: import/API regressions, model-specific config bugs, generation issues, tokenizer behavior, and performance complaints. None of the soft pairs look like the same concrete bug/change, so all candidate duplicate edges are rejected.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45003 is the best anchor because it is a broad core-library bug in modeling_utils, making it more central and cross-cutting than the other mostly model-specific tickets.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best single issue to represent the loose theme of version-induced tokenizer behavior changes across the set. It is still only a thematic anchor, not a duplicate target.", + "best_issue_reason": "issue:45003 is the most suitable global representative: it targets a core utility path, has broad potential impact, and is closer to a root-cause issue than the more symptom-specific tickets.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Deepseek tokenizer correctness regression vs resize_token_embeddings behavior; different code paths and symptoms." + "reason": "Both are import errors, but they involve different missing symbols from different packages and code paths." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Both involve config handling/strictness, but they target different models and different failure modes." + "reason": "Same broad symptom class, but different missing imports and unrelated modules." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Embedding resize bug and Whisper empty-transcription generation crash are unrelated." + "reason": "One is a BEiT image processor label bug; the other is an unsafe sys.modules access in modeling_utils." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Resize-token-embeddings behavior is not the same as a tokenization change across versions." + "reason": "ANSI terminal output handling and GLM-5 RoPE are unrelated subsystems and failures." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Docs mismatch for a pipeline option is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "A modeling_utils import/runtime bug and a pytest-xdist file race are not the same code-path problem." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different bugs." + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available affect different generation/import surfaces." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Generation kwargs sync issue is unrelated to ANSI output in loading_report." + "reason": "Import latency and Gemma eos_token_id mismatch are unrelated issues." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Unrecognized model/config loading error and sys.modules access bug do not share the same code defect." + "reason": "Both mention losses, but one is gating router loss computation and the other is an AMP/CUDA crash in a different loss module." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Model loading failure for a specific repo and protobuf-related tokenizer error masking are distinct." + "reason": "ESM2 breakage and mm_token_type_ids defaults are different model/config problems." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Both are SAM3-related, but one is a dummy Conv2d concern and the other is a model-type mismatch warning." + "reason": "A position_ids buffer bug and a tokenization slowdown/regression are not the same defect." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Missing config field under strict handling and text_config unwrapping for composite configs are different loading bugs." + "reason": "Different import targets and different DeepSpeed/BERT failure modes." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Deepspeed weight conversion issue and ZeRO3 deque underflow are unrelated runtime failures." + "reason": "Both involve config strictness, but one is loading granite_speech and the other is a missing field being dropped in Qwen vision config." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Audio sampling-rate default mismatch is unrelated to slow import performance." + "reason": "Tokenizer correctness and resize_token_embeddings/output_embeddings are unrelated behaviors." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Stale indexer cache on second forward pass is different from missing mm_token_type_ids defaulting." + "reason": "Embedding resize propagation and Whisper empty-transcription generation failure are different bugs." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Incorrect tied-weights warning and patchtsmixer post_init validation are unrelated." + "reason": "Resize-token-embedding behavior is unrelated to a version-dependent tokenization change." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "SAM3 video encoder output attribute error and Qwen3OmniMoe video-input processing failure are different model bugs." + "reason": "Documentation mismatch in a pipeline and an unsafe sys.modules access are unrelated." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Serialization inconsistency for lm_head.weight is not the same as resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Generation kwargs handling after sync_gpus and ANSI report formatting are unrelated." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug and ESM2 breakage are not the same defect." + "reason": "Offline cache loading and a multi-GPU OOM are not the same failure." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Second-forward stale cache crash is unrelated to flash_attention handling of s_aux=None." + "reason": "Sam3PixelDecoder dummy conv and sam3_video vs sam3_tracker warning are different SAM3 issues." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Both mention warnings, but they concern different generation behaviors and different warning conditions." + "reason": "Unrecognized model config and sys.modules access are unrelated problems." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Tie-word-embeddings warning is not the same as flash-attention generation failure." + "reason": "Model loading failure for a specific repo and protobuf error masking are different tokenizer/loading paths." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Gemma-4 ZeRO3 loading and double optimizer step under deepspeed are different issues." + "reason": "Missing strict config field and AutoModelForCausalLM text_config unwrapping are distinct multimodal config issues." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Chunked-prefill cache missing and KV-cache continuation tensor indexing are both generation/cache related but not the same bug." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to a ZeRO3 deque underflow." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "ZeRO3 deque pop error and stale Sam3LiteText references in auto_mappings are unrelated." + "reason": "Audio chat-template sampling-rate defaults and import performance are unrelated." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and tie_word_embeddings warning are different loading/model-config problems." + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are different model-specific changes." }, { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Missing import from image_utils is unrelated to tokenizer error masking when protobuf is absent." + "reason": "GlmMoeDsa cache corruption and Gemma mm_token_type_ids defaults are unrelated." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Whisper trailing-replacement decode crash and Kimi tokenizer codec regression are separate tokenizer bugs." + "reason": "A missing attribute on Sam3VisionEncoderOutput and a Qwen3OmniMoe video ValueError are different model failures." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Both are generation-related, but one is kwargs syncing and the other is cache availability in chunked prefill." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "tokenizer.save_pretrained metadata mismatch and processor.save_pretrained missing files are different save-path bugs." + "reason": "Both mention embedding/weight handling, but one is device-dependent serialization and the other is resize_token_embeddings propagation." }, { - "left": "issue:43673", - "right": "issue:45278", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Generation cache missing in chunked prefill and broad import failures after upgrade are not the same underlying issue." + "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning are not the same bug." } ] }, @@ -10841,26 +10900,21 @@ "component_index": 1, "component_count": 17, "review_unit_index": 35, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:28282", "issue:30990", - "issue:36010", "issue:41628", - "issue:42175", - "issue:42222", "issue:42371", "issue:42673", - "issue:42831", "issue:42994", "issue:43232", - "issue:43377", "issue:43475", "issue:43482", "issue:43525", @@ -10869,304 +10923,304 @@ "issue:43673", "issue:43704", "issue:43873", + "issue:43931", "issue:44038", "issue:44162", - "issue:44164", "issue:44188", - "issue:44222", - "issue:44242", + "issue:44297", "issue:44351", "issue:44361", + "issue:44368", "issue:44623", "issue:44661", + "issue:44734", "issue:44749", - "issue:44792", + "issue:44869", "issue:44933", "issue:44945", + "issue:44977", + "issue:44995", "issue:45081", "issue:45092", "issue:45103", - "issue:45200", + "issue:45137", "issue:45230", + "issue:45278", "issue:45310", + "issue:45356", "issue:45375", "issue:45381", "issue:45397", + "issue:45459", "issue:45478", - "issue:45656", - "issue:45712", - "issue:45753" + "issue:45588", + "issue:45600", + "issue:45656" ], "soft_pairs": [ + "issue:44368|issue:44977", + "issue:44995|issue:45588", + "issue:45397|issue:45656", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", "issue:43646|issue:44162", "issue:44361|issue:44749", "issue:44623|issue:45656", "issue:44749|issue:45656", - "issue:28282|issue:30990", "issue:44749|issue:45310", + "issue:28282|issue:30990", "issue:42994|issue:43482", - "issue:43475|issue:43643", "issue:42371|issue:45092", "issue:43475|issue:45381", + "issue:43475|issue:43643", "issue:45230|issue:45397", "issue:44038|issue:44623", "issue:41628|issue:44933", "issue:45081|issue:45103", - "issue:42994|issue:43525", "issue:43475|issue:44661", + "issue:42994|issue:43525", "issue:45375|issue:45478", "issue:42673|issue:43704", "issue:43232|issue:44188", - "issue:45310|issue:45375", "issue:43873|issue:44945", - "issue:42831|issue:44222", - "issue:41628|issue:44351", - "issue:44945|issue:45753", - "issue:44222|issue:45310", - "issue:42222|issue:45200", - "issue:43673|issue:44188", - "issue:42994|issue:44164", - "issue:36010|issue:41628", - "issue:42175|issue:45712", - "issue:43232|issue:44792", - "issue:44038|issue:45310", - "issue:43377|issue:44242" + "issue:45310|issue:45375", + "issue:41628|issue:44351" ], - "prepared_review_unit_hash": "75fcb2a0ff93d32c98527c4950fddebcc1afea3f916f3479f84cada4193c160a", + "prepared_review_unit_hash": "1b079788843463b9c4b084bc8eae1f15e8fd181b9a05414b6a8a52d938304e41", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 36602, - "estimated_input_tokens": 9151, - "estimated_eval_tokens": 18558 + "serialized_chars": 37435, + "estimated_input_tokens": 9359, + "estimated_eval_tokens": 18974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers-v5 regression reports across imports, model init/load, quantization, and generation. Only one soft edge looks like a true duplicate: the repeated Qwen3ForCausalLM VRAM-leak report. The Qwen3.5 MoE-related items are similar in theme but still appear to be distinct bugs rather than the same concrete failure.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43646 is the broadest umbrella report in the set: a Transformers 5.0 custom-model initialization regression. It is the best single anchor for the overall theme, even though the cluster contains several distinct sub-bugs.", + "summary": "The cluster is mostly a grab-bag of unrelated Transformers issues, with one clear duplicate pair: the Qwen3ForCausalLM VRAM leak reports. I would anchor the cluster on the earlier, more detailed report and reject the rest as distinct bugs.", + "confidence": 0.83, + "canonical_issue_reason": "issue:42673 is the best canonical issue because issue:43704 is the same Qwen3ForCausalLM VRAM leak report with nearly identical title and scope, and 42673 has the fuller discussion/activity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most representative issue because it describes the highest-level regression pattern rather than one model-specific symptom.", + "best_issue_reason": "issue:42673 is the strongest issue to keep as the representative because it is the clearest duplicate target and the most substantive report among the matching pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Both are v5-init regressions, but one is generic custom-model init breakage and the other is ESM2-specific; not clearly the same bug." + "reason": "Both involve Qwen3.5, but one is a fine-tuning warning and the other is a flash-attention generation failure; different concrete bugs." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Tokenizer AttributeError vs upgrade-induced slowdown; different failure modes." + "reason": "Different code paths: stale indexer cache on second forward pass vs flash-attention crash on sink-less models." }, { - "left": "issue:44623", + "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "save_pretrained missing files vs deepspeed optimizer stepping twice; different code paths." + "reason": "Both mention DeepSpeed, but one is a zero3 from_pretrained issue and the other is an optimizer step-count bug." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "Performance regression in data filtering is unrelated to a duplicated optimizer step." + "reason": "Both are generation/cache related, but they describe different failures in different paths: chunked_prefill cache missing vs KV continuation tensor indexing." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "PyTorch ImportError vs Sentence Transformers loading hang; separate runtime issues." + "reason": "Completely different bugs: ZeRO3 deque underflow vs a broken auto_mappings reference to removed Sam3LiteText configs." }, { - "left": "issue:44749", - "right": "issue:45310", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Slow filtering after upgrade is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Qwen3.5 LoRA tie_word_embeddings warning." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "Quantized saving failure vs GGUF loading failure; save/load bugs, not one issue." + "reason": "Different import/tokenizer issues: missing image_utils export vs protobuf-decode-error handling hiding tokenizer errors." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "SAM3 attribute error vs missing fields from trust_remote_code config; different objects and causes." + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "TF32 API warning is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "Both are generation internals, but the reported failures are different and not clearly the same bug." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Different models and different attribute/position-id failures." + "reason": "Both concern save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43673", + "right": "issue:45278", "accept": false, - "reason": "Generic bug report vs gemma-4 zero3 from_pretrained issue; no clear overlap." + "reason": "A specific generation cache bug is not the same as a broad set of import errors after upgrading versions." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Qwen3-VL-Moe from_pretrained bug and processor.save_pretrained missing files are different components." + "reason": "Trust-remote-code config field loss is a different issue from ESM2 being broken." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Both involve imports, but AutoImageProcessor and image_utils failures are different symbols/code paths." + "reason": "Different symptoms and domains: MLukeTokenizer task AttributeError vs slow data filtering after version upgrade." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer regex crash vs auto_docstring annotations crash; unrelated." + "reason": "processor.save_pretrained file emission and a duplicated optimizer step are unrelated." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Quantized save failure vs missing pad_token_id on Llama4Config; distinct regressions." + "reason": "Performance regression after upgrade is not the same as optimizer step being called twice." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:44749", + "right": "issue:45310", "accept": false, - "reason": "SAM3 output attribute error vs tokenizer-mapping add-new-model-like failure; unrelated." + "reason": "Data filtering slowdown and Qwen3.5 MoE from_pretrained failure are different bugs." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Missing config field in Qwen3_5MoeVisionConfig vs Qwen3.5 MoE from_pretrained error; same family, different bug." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same title and same Qwen3ForCausalLM VRAM-leak symptom in multiple dataloader threads; this is the same report." + "reason": "Both are loading-related, but one is a missing PyTorch ImportError and the other is Sentence Transformers hanging while loading." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Generation kwargs update issue vs torch.compile attention-kernel branching issue; different code paths." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different bugs." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Qwen3.5 MoE from_pretrained error and missing vision config field are related but not the same concrete failure." + "reason": "TF32 API-settings discussion is unrelated to InternVL2 meta-initialization incompatibility." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Quantization/offloading behavior vs incorrect pipeline-parallel output; different problems." + "reason": "Different multimodal model bugs: missing SAM3 vision field vs wrong qwen2.5-vl video position ids." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "FP8 accuracy regression vs FP8 save_pretrained failure; different symptoms." + "reason": "Missing SAM3 attribute and missing fields in AutoConfig from trust_remote_code are not the same underlying issue." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "AutoImageProcessor import error vs HybridCache import error; separate missing exports." + "reason": "A placeholder bug report is not a duplicate of the Gemma-4 zero3 issue." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Pipeline-parallel output bug vs infinite loop on a specific image; unrelated." + "reason": "Qwen3-VL-Moe Transformers 5.0 incompatibility and processor.save_pretrained missing files are unrelated." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "FP8 save_pretrained on MoE vs Qwen3.5 MoE from_pretrained error; different operation and failure mode." + "reason": "Missing AutoImageProcessor import and missing image_utils import are similar in theme but not the same concrete missing symbol." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "VitPose breakage vs Gemma 4 mm_token_type_ids defaulting; unrelated model families." + "reason": "Mistral regex/tokenizer backend crash and auto-docstring annotation crash are different code paths." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "Chunked_prefill cache regression vs torch.compile bidirectional-skip branching issue; distinct generation bugs." + "reason": "SAM3 vision output attribute error is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES." }, { "left": "issue:42994", - "right": "issue:44164", + "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure vs extra_state save/from_pretrained handling; serialization-related but different defects." + "reason": "Quantized saving failure and Llama4Config missing pad_token_id are different bugs." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "GenerationMixin import error vs AutoImageProcessor import error; different missing symbols." + "reason": "The missing deepstack_visual_indexes field may contribute to Qwen3.5 Moe problems, but these are not clearly the same concrete bug as the from_pretrained error." }, { - "left": "issue:42175", - "right": "issue:45712", - "accept": false, - "reason": "TensorFlow backend packaging issue vs leftover dummy PyTorch classes; different packaging problems." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same issue: identical Qwen3ForCausalLM VRAM leak in multiple dataloader threads, with 43704 clearly duplicating 42673." }, { "left": "issue:43232", - "right": "issue:44792", + "right": "issue:44188", "accept": false, - "reason": "Generation kwargs bug vs janus generate test failure; not the same underlying issue." + "reason": "Generation kwargs handling after sync_gpus is unrelated to attention-kernel divergence under torch.compile." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Different Qwen MoE variants and different failure modes; not a clear duplicate." + "reason": "Quantization/offloading behavior and pipeline-parallel incorrect output are different failures." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "MIMI batching/padding-mask bug vs router-logits load-balancing-loss bug; unrelated architecture issues." + "reason": "Both are Qwen3.5 MoE-related, but one is a from_pretrained failure and the other is a missing config field; not enough to treat as the same bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level summary is slightly inconsistent with the structured verdicts: it says only two soft edges look like true duplicates, but only one pair is actually accepted. More importantly, the Qwen3.5 MoE pair is described as a duplicate-like case in the summary even though the verdict marks it false, so the final writeup is not fully grounded in the packet. The rest of the conservative rejections look reasonable." + "accept": true, + "feedback": "Grounded overall. The representative issue choice is supported by the packet: 42673 and 43704 have the same title and clearly match as duplicates, with 42673 being earlier and more active. The rest of the soft-edge verdicts stay conservative and are generally justified by distinct titles/symptoms rather than assuming deeper linkage." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -11176,323 +11230,303 @@ "component_index": 1, "component_count": 17, "review_unit_index": 36, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:30333", "issue:30990", "issue:33290", "issue:35141", + "issue:36010", + "issue:41628", "issue:42175", + "issue:42222", "issue:42831", "issue:42898", - "issue:43116", + "issue:42994", + "issue:43232", "issue:43278", + "issue:43377", "issue:43479", "issue:43504", "issue:43526", - "issue:43644", + "issue:43673", "issue:43723", "issue:43784", "issue:43824", - "issue:43874", "issue:43976", + "issue:44038", "issue:44060", "issue:44079", + "issue:44164", "issue:44188", - "issue:44190", - "issue:44206", "issue:44222", - "issue:44295", - "issue:44297", + "issue:44242", "issue:44373", - "issue:44448", "issue:44496", "issue:44568", "issue:44623", "issue:44734", - "issue:44779", + "issue:44792", "issue:44869", "issue:44933", + "issue:44945", "issue:44964", - "issue:45092", "issue:45103", "issue:45125", "issue:45137", + "issue:45200", "issue:45310", - "issue:45356", - "issue:45405", "issue:45561", - "issue:45656", "issue:45712", + "issue:45753", "issue:45812" ], "soft_pairs": [ + "issue:44945|issue:45753", + "issue:42831|issue:44222", + "issue:42222|issue:45200", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:43673|issue:44188", + "issue:42994|issue:44164", + "issue:42175|issue:45712", + "issue:43232|issue:44792", + "issue:43377|issue:44242", "issue:43526|issue:45561", + "issue:44038|issue:45310", "issue:44496|issue:45561", "issue:43504|issue:45561", "issue:44964|issue:45137", - "issue:42898|issue:44568", "issue:42175|issue:44933", - "issue:30990|issue:35141", + "issue:42898|issue:44568", "issue:43479|issue:44869", - "issue:43479|issue:44079", + "issue:30990|issue:35141", "issue:43976|issue:44933", - "issue:42898|issue:45812", + "issue:43479|issue:44079", "issue:43784|issue:43824", "issue:44188|issue:44373", "issue:44623|issue:45310", + "issue:42898|issue:45812", "issue:43278|issue:45137", "issue:44734|issue:45103", "issue:30333|issue:33290", "issue:43723|issue:44568", - "issue:42898|issue:45356", - "issue:44060|issue:45125", - "issue:43874|issue:45092", - "issue:42898|issue:44779", - "issue:45405|issue:45712", - "issue:42898|issue:44448", - "issue:44295|issue:45656", - "issue:44933|issue:45712", - "issue:44222|issue:44297", - "issue:43116|issue:44190", - "issue:44297|issue:45656", - "issue:43479|issue:43644", - "issue:44206|issue:45103", - "issue:44222|issue:44623", - "issue:42831|issue:44623" + "issue:44060|issue:45125" ], - "prepared_review_unit_hash": "9ef9e86958d1a1a7427bda638dd6080cf321840f7ca15836accd358d611f2a68", + "prepared_review_unit_hash": "4e5c1d3b7eb161c15dbd50c89984734a0cb0682b24af27e034a19f1309075557", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37179, - "estimated_input_tokens": 9295, - "estimated_eval_tokens": 18846 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36545, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: model loading, tokenizer regressions, training/runtime errors, and tooling issues. None of the soft pairs look like the same underlying bug, so all are rejected.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43824 is the strongest canonical candidate: it has high discussion/inbound-reference activity and a clear, user-facing, concrete failure mode with enough detail to anchor duplicate triage.", + "summary": "The set is mostly a grab bag of distinct Transformers regressions and import/runtime issues. None of the soft pairs look safe to collapse into duplicates; they usually differ by model family, failure mode, or code path.", + "confidence": 0.89, + "canonical_issue_reason": "Issue:45310 is the cleanest representative of the small Qwen3.5/MoE regression subtheme: it is concrete, versioned, and model-specific, but it still does not subsume the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best standalone issue in this set because it is well-scoped, highly referenced, and describes a specific reproducible import failure.", + "best_issue_reason": "Issue:45310 is the most actionable single anchor in this cluster because it states a specific from_pretrained failure for a named model/version combination and is closest to the other Qwen/MoE reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:45561", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Different subsystems and failures: BEiT label reduction vs a pytest-xdist file race." + "reason": "Different bugs: pipeline-parallel output corruption vs an infinite loop on a specific image." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Unrecognized-model/config loading error vs test harness race on captured_info.txt." + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained failure." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Pretrained preset loading/legacy field issue is unrelated to xdist test-worker file contention." + "reason": "Unrelated models and symptoms: VitPose breakage vs Gemma 4 token-type defaults." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Same broad MoE area, but different code paths: save_pretrained failure vs from_pretrained loading error." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Both involve tokenization, but one is a v5 behavior change while the other is tokenizer-specific BOS/EOS insertion regression." + "reason": "Both are import errors, but for different symbols and different breakpoints in the package exports." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "Backend install packaging issue vs missing/nonexistent image_utils import; different failure classes." + "reason": "Generation cache/chunked-prefill issue is separate from attention-kernel divergence under torch.compile." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:42994", + "right": "issue:44164", "accept": false, - "reason": "Sentence-Transformers loading hang is unrelated to token embedding reinitialization in post_init." + "reason": "Both are save/load related, but quantized model saving and extra_state handling are distinct bugs." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Multimodal config default initialization bug vs Whisper word-timestamp decode crash; different code paths." + "reason": "Dependency/backend installation mismatch is unrelated to leftover dummy class cleanup." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Config initialization with None is unrelated to ModelOutput key assignment semantics." + "reason": "Generation kwargs after sync_gpus is unrelated to a Janus image-generation test failure." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Python version compatibility regression vs missing import from image_utils." + "reason": "Missing padding-mask support in MIMI encoder is unrelated to load-balancing loss omission." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43526", + "right": "issue:45561", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not the same concrete bug." + "reason": "Label reduction bug in BeitImageProcessorFast is unrelated to the xdist captured_info.txt race." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Sentence-transformers import NameError is unrelated to Qwen2.5-VL missing export/import error." + "reason": "Related model family, but different models and failures: Qwen3-VL-Moe vs Qwen3.5 MoE from_pretrained." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "torch.compile attention-kernel divergence and a docstring typo are unrelated." + "reason": "Model config loading error is unrelated to a pytest-xdist file race." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Missing processor-save files vs Qwen3.5-Moe from_pretrained failure; different loading/saving paths." + "reason": "Legacy-field model loading bug is unrelated to the testing-utils race condition." }, { - "left": "issue:43278", + "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to DeepSpeed ZeRO3 deque errors." + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque errors are different problems." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "KV-cache continuation crash in serve is unrelated to auto_docstring crashing on future annotations." - }, - { - "left": "issue:30333", - "right": "issue:33290", - "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to adafactor/deepspeed OOM." - }, - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "General AutoTokenizer loading failure is not the same bug as mdeberta BOS/EOS handling regression." + "reason": "Package/backend dependency issue is unrelated to a missing image_utils import." }, { "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer regressions, but the affected models and codec/warning behavior differ; no same underlying bug evidence." - }, - { - "left": "issue:44060", - "right": "issue:45125", + "right": "issue:44568", "accept": false, - "reason": "Tied-weights warning bug in Qwen3-Next is unrelated to missing _tp_plan in Qwen3.5-Moe." + "reason": "Both involve tokenizer behavior in v5, but one is a global cleanup_spaces change and the other is missing BOS/EOS for a specific tokenizer." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Missing image-patch method in GLM46V is unrelated to old InternVL2 remote-code meta-init incompatibility." + "reason": "Different subsystems: multimodal config defaults vs Whisper timestamp decoding crash." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Different tokenizer regressions affecting different models; no indication they are the same fix." + "reason": "Sentence Transformers loading hang is unrelated to token-embedding resizing/reinitialization." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "PEFT version pin mismatch is unrelated to dummy class cleanup/check_repo failures." + "reason": "Python-version compatibility bug is unrelated to an import from image_utils." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Pegasus output drift and clean_up_tokenization_spaces behavior change are different regression reports." + "reason": "Config initialization bug and ModelOutput key assignment bug are separate code paths." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Buffer read error for position_ids is unrelated to DeepSpeed double optimizer-step behavior." + "reason": "Different import failures in different packages/symbols; not the same underlying bug." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Missing image_utils import and leftover dummy classes are unrelated packaging/codegen issues." + "reason": "Runtime attention-kernel divergence is unrelated to a docstring typo." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "FP8 MoE save_pretrained bug is unrelated to tokenizer_class metadata mismatch on save_pretrained." + "reason": "Processor save_pretrained missing files is a different save-path bug than Qwen3.5 MoE loading." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Multi-label example returning empty results is unrelated to local dataset loading in another example script." + "reason": "Both are tokenizer regressions, but the behaviors and affected models differ materially." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Tokenizer save metadata bug is unrelated to DeepSpeed optimizer-step duplication." + "reason": "Embedding dtype drift during evaluate is unrelated to the ZeRO3 deque failure." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Multimodal config defaults and junk-filled non-persistent buffers are different initialization problems." + "reason": "Serving KV-cache continuation crash is unrelated to auto-docstring annotation handling." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Feature extractor center-arg crash is unrelated to auto_docstring annotation handling." + "reason": "MLFlow failure reporting and DeepSpeed OOM are completely different failure modes." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "FP8 MoE save_pretrained issue is not the same as processor.save_pretrained missing files." + "reason": "Tokenizer loading failure and add_special_tokens BOS/EOS regression are not the same bug." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is unrelated to processor save_pretrained file omissions." + "reason": "Tied-weights warning bug and missing tensor-parallel plan are distinct Qwen3-related issues." } ] }, @@ -11508,13 +11542,13 @@ "component_index": 1, "component_count": 17, "review_unit_index": 37, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:22355", "issue:28282", @@ -11524,19 +11558,18 @@ "issue:35141", "issue:36331", "issue:38175", - "issue:39401", "issue:41628", "issue:42757", "issue:42831", - "issue:42886", - "issue:42994", + "issue:42898", + "issue:43116", "issue:43232", "issue:43479", + "issue:43644", "issue:43723", - "issue:43756", - "issue:43824", - "issue:44038", - "issue:44060", + "issue:43874", + "issue:44190", + "issue:44206", "issue:44222", "issue:44261", "issue:44263", @@ -11544,27 +11577,43 @@ "issue:44297", "issue:44360", "issue:44373", - "issue:44442", + "issue:44448", "issue:44483", "issue:44484", "issue:44485", "issue:44514", - "issue:44568", "issue:44623", + "issue:44779", "issue:44871", - "issue:44913", + "issue:44933", "issue:44977", "issue:44991", "issue:45092", "issue:45103", - "issue:45278", "issue:45310", + "issue:45356", "issue:45357", + "issue:45405", "issue:45406", - "issue:45593", + "issue:45656", + "issue:45712", "issue:45834" ], "soft_pairs": [ + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:43116|issue:44190", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:42831|issue:44623", "issue:41628|issue:42757", "issue:22355|issue:28282", "issue:30333|issue:36331", @@ -11576,248 +11625,255 @@ "issue:28282|issue:30333", "issue:30333|issue:35141", "issue:44263|issue:45092", - "issue:44263|issue:44360", "issue:44483|issue:45406", + "issue:44263|issue:44360", "issue:44373|issue:44485", "issue:44514|issue:45103", "issue:44295|issue:44623", - "issue:43723|issue:44871", "issue:44261|issue:45092", "issue:45092|issue:45357", - "issue:43723|issue:44991", + "issue:43723|issue:44871", "issue:30990|issue:38175", - "issue:43723|issue:44442", - "issue:41628|issue:43824", - "issue:43479|issue:44913", - "issue:42831|issue:45310", - "issue:39401|issue:44568", - "issue:42886|issue:42994", - "issue:44263|issue:44373", - "issue:42757|issue:45278", - "issue:42831|issue:44038", - "issue:43756|issue:44060", - "issue:43232|issue:45593" + "issue:43723|issue:44991" ], - "prepared_review_unit_hash": "887ba8a34e842c77239a2b062eee7b302cf3b78b7d5aaab97487d7847dcc112e", + "prepared_review_unit_hash": "1b369334cc9d1ba1ef4454a6330ae1409d19de7fd9f1c6e0c262ac5c6bd5ae3f", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36440, - "estimated_input_tokens": 9110, - "estimated_eval_tokens": 18476 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38059, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is not a true duplicate cluster: it mixes import/load regressions, tokenizer/model-specific bugs, save_pretrained issues, and unrelated training/runtime problems. Most soft pairs are only superficially similar and should be kept separate.", - "confidence": 0.37, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella here, covering multiple import regressions after a Transformers upgrade, which matches the largest visible theme in the cluster better than the narrower model-specific bugs.", + "summary": "The cluster is heterogeneous: most items are superficially similar v5/tokenizer/import/save_pretrained regressions, but they do not appear to be the same concrete bug. I would not merge any of the soft edges, and there are no PRs here to compare.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the items span unrelated problem classes (imports, training, model loading, tokenizer behavior, processor save/load, and model-specific regressions).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best single representative because it is the most general and open-ended report in the set; the rest are too specific or unrelated to serve as a canonical duplicate target.", + "best_issue_reason": "issue:43723 is the closest representative of the recurring tokenizer-loading regression subtheme, but it still only covers one slice of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different failures: missing image-patch method vs. old InternVL2 meta-init incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizers, but one is a clean_up_tokenization_spaces change and the other is a codec/warning regression for Kimi-K2.5." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated issues: PEFT version bump vs leftover dummy-class cleanup." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different concrete regressions: tokenizer cleanup behavior vs Pegasus output drift." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error and deepspeed double optimizer-step are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch imports/repo hygiene, but the actual bugs are different modules and failures." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both are save_pretrained-related, but one is FP8 MoE saving and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script bugs: empty multilabel results vs local dataset loading." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata bug vs deepspeed optimizer stepping bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Both are init/state issues, but they describe different mechanisms and code paths." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but they affect different objects and different missing outputs." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor arg crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy concern and processor save_pretrained missing files are not the same bug." + }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different failing imports from different packages/components: AutoImageProcessor in transformers vs is_offline_mode from huggingface_hub." + "reason": "Both are import errors, but for different symbols and different root causes." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "One is missing transformers.onnx; the other is missing PyTorch for AutoModel. Different dependency failures." + "reason": "Different import/dependency failures: missing transformers.onnx vs missing PyTorch." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Unrelated problems: MLflow reporting on failed training vs CustomTrainer.compute_loss signature breakage." + "reason": "MLFlow reporting on failed training and CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Different generation/pathology issues: sync_gpus model kwargs handling vs Kosmos2.5 long OCR index error." + "reason": "Generation sync state bug vs Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training-job reporting bug vs model loading regression for Llama 3.2 vision are not the same bug." + "reason": "Training failure reporting and Llama 3.2 model-loading regression are different bugs." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "Both touch save_pretrained, but one is FP8/MoE saving correctness and the other is shard-size behavior." + "reason": "FP8 MoE save_pretrained bug is unrelated to the max_shard_size question." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config mismatch on save_pretrained is unrelated to Qwen3.5-Moe from_pretrained loading errors." + "reason": "Tokenizer-class metadata bug and Qwen3.5 MoE from_pretrained failure are different issues." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Generic tokenizer loading in v5 vs flash-attention generation failure are different code paths and symptoms." + "reason": "Tokenizer loading regression and flash-attention generation bug are not the same concrete problem." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Missing PyTorch import dependency and MLflow reporting on failed training are unrelated." + "reason": "Missing PyTorch import error and MLFlow failure reporting are unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training failure reporting vs token-embedding reinitialization in post_init are different bugs." + "reason": "Training failure reporting and embedding resize/reinit bug are different code paths." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Different model internals: GLM DSA indexer split behavior vs InternVL2 meta-initialization incompatibility." + "reason": "DSA indexer split behavior and InternVL2 meta-init incompatibility are unrelated." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Same broad DSA area, but one is torch.split return values and the other is a missing ReLU; not the same concrete bug." + "reason": "Serve API request rejection and Gemma4Processor missing _tokenizer are different serving bugs." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "API request handling in chat/completions is unrelated to Gemma4Processor crashing in serve due to missing _tokenizer." + "reason": "Same subsystem name, but one is a torch.split return-value issue and the other is a missing ReLU; not the same bug." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE implementation is a code behavior issue." + "reason": "Docstring mistake vs RoPE implementation bug." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Batched chat-template crash with padding=False is unrelated to AttributeError in auto_docstring with future annotations." + "reason": "Qwen2.5-VL chat-template crash and auto_docstring annotation crash are unrelated." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading position_ids after buffer registration and processor.save_pretrained missing files are different problems." - }, - { - "left": "issue:43723", - "right": "issue:44871", - "accept": false, - "reason": "Tokenizer loading regression and eos_token_id inconsistency are different classes of tokenizer/model config issues." + "reason": "Position_ids buffer access issue and processor.save_pretrained missing files are unrelated." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA layernorm epsilon precision issue is unrelated to remote-code checkpoint/meta-init compatibility." + "reason": "Different model/config issues: MLA rms_norm_eps precision vs InternVL2 meta-init incompatibility." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Meta-initialization incompatibility and incorrect visual encoder keys on save_pretrained are different bugs." + "reason": "InternVL2 meta-init issue and Qwen3.5 visual key save_pretrained regression are unrelated." }, { "left": "issue:43723", - "right": "issue:44991", + "right": "issue:44871", "accept": false, - "reason": "Both are tokenizer-loading related, but they involve different repositories/models and likely different root causes." + "reason": "Tokenizer loading regression and Gemma-3 eos_token_id mismatch are different bugs." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers hanging on load and SigLIP2 zero probabilities are not the same underlying issue." + "reason": "Sentence Transformers loading stall and SigLIP2 zero-probabilities issue are unrelated." }, { "left": "issue:43723", - "right": "issue:44442", - "accept": false, - "reason": "AutoTokenizer loading failure for one tokenizer is not the same as FastSpeech2ConformerTokenizer import/load failure." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Different import errors for different symbols/models: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." - }, - { - "left": "issue:43479", - "right": "issue:44913", - "accept": false, - "reason": "Config default-initialization bug and GPTNeoX rotary_pct not persisting on reload are different config issues." - }, - { - "left": "issue:42831", - "right": "issue:45310", - "accept": false, - "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5-Moe from_pretrained loading failure." - }, - { - "left": "issue:39401", - "right": "issue:44568", - "accept": false, - "reason": "Different tokenizer bugs: wrong offset_mapping vs missing BOS/EOS insertion." - }, - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving failure are unrelated." - }, - { - "left": "issue:44263", - "right": "issue:44373", - "accept": false, - "reason": "DSA indexer split behavior and a docstring issue for position_ids are not the same bug." - }, - { - "left": "issue:42757", - "right": "issue:45278", - "accept": false, - "reason": "45278 is a broad import-regression report, but 42757 is a specific missing symbol in huggingface_hub; not the same concrete failure." - }, - { - "left": "issue:42831", - "right": "issue:44038", + "right": "issue:44991", "accept": false, - "reason": "FP8 accuracy issue and Qwen3-VL-Moe transformers v5 bug are different model/runtime failures." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "RoPE layer-dropping in Smollm3 and tied-weights warning in Qwen3-Next are different model implementation bugs." - }, - { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + "reason": "Both are tokenizer-loading complaints, but they involve different models and no clear shared code-path bug." } ] }, @@ -11833,317 +11889,310 @@ "component_index": 1, "component_count": 17, "review_unit_index": 38, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:22355", "issue:28218", - "issue:29127", "issue:30990", "issue:33357", - "issue:36296", "issue:39401", "issue:41628", "issue:42371", + "issue:42757", "issue:42831", "issue:42886", "issue:42907", + "issue:42994", "issue:43066", - "issue:43116", "issue:43122", "issue:43232", "issue:43408", - "issue:43452", "issue:43475", + "issue:43479", "issue:43576", + "issue:43723", + "issue:43756", "issue:43784", + "issue:43824", "issue:43937", "issue:43976", "issue:44038", + "issue:44060", "issue:44117", - "issue:44222", "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44360", "issue:44373", - "issue:44485", + "issue:44442", "issue:44488", "issue:44514", "issue:44521", - "issue:44625", + "issue:44568", "issue:44704", "issue:44743", - "issue:44779", - "issue:44829", + "issue:44913", "issue:44945", - "issue:44964", - "issue:45200", "issue:45278", "issue:45290", + "issue:45310", + "issue:45593", "issue:45600", "issue:45753" ], "soft_pairs": [ + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:39401|issue:44568", + "issue:44263|issue:44373", + "issue:42757|issue:45278", + "issue:42831|issue:44038", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:42886|issue:42994", "issue:43576|issue:43784", "issue:42831|issue:45753", "issue:42886|issue:43066", "issue:22355|issue:28218", - "issue:42371|issue:44263", "issue:43122|issue:44521", + "issue:42371|issue:44263", "issue:44117|issue:44704", - "issue:30990|issue:33357", "issue:43232|issue:44743", + "issue:30990|issue:33357", "issue:42907|issue:44945", "issue:44295|issue:44297", "issue:44704|issue:45290", + "issue:43122|issue:44514", "issue:41628|issue:45278", "issue:43976|issue:44945", - "issue:43122|issue:44514", - "issue:39401|issue:44488", "issue:43784|issue:45600", + "issue:39401|issue:44488", "issue:42907|issue:43937", "issue:43408|issue:43475", - "issue:44261|issue:44373", - "issue:44360|issue:44485", - "issue:44625|issue:44829", - "issue:39401|issue:44521", - "issue:43116|issue:45200", - "issue:29127|issue:30990", - "issue:42907|issue:44964", - "issue:44038|issue:44297", - "issue:43122|issue:44779", - "issue:44038|issue:44295", - "issue:42907|issue:43452", - "issue:36296|issue:43116", - "issue:44038|issue:44222" + "issue:44261|issue:44373" ], - "prepared_review_unit_hash": "d20d62990132357af9e9e324e1ef5ca53ebdf7f55dedc987b445b84f1ee5a801", + "prepared_review_unit_hash": "aa9f9638b0ce2d899fd4380af975ca0060f5ce94f315b1a08abf6578dff54370", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36782, - "estimated_input_tokens": 9196, - "estimated_eval_tokens": 18648 + "soft_pair_count": 31, + "serialized_chars": 36512, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous issue pile rather than a true duplicate cluster. There is a loose subgroup around Transformers v5 import/loading regressions, but none of the soft pairs look like the same underlying bug or change.", - "confidence": 0.94, - "canonical_issue_reason": "No true canonical issue: the set spans unrelated import, tokenizer, generation, multimodal, FP8, and training bugs; at most, issue:45278 is a loose umbrella for post-upgrade import regressions.", + "summary": "These items are a heterogeneous set of Transformers issues: tokenizer regressions, import failures, model-specific bugs, config problems, and a few SAM/Qwen/GLM-specific failures. There is no strong duplicate cluster here; the closest thing to a representative umbrella is the broad import-regression report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest and most umbrella-like issue in the set: \"Many import errors after update from 4.57.0 to 5.5.0.\" It best represents the general regression theme, even though it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest representative candidate because it captures the only clear mini-theme (many import errors after upgrading), but it still does not unify the overall set.", + "best_issue_reason": "issue:45278 is the most generally actionable and central report in this set, with a broad regression scope and open status. It is the best single issue to anchor triage, though not a true duplicate target for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "`transformers env` CLI breakage vs a sentence-transformers import-time `nn` NameError; different code paths." + "reason": "Both are tokenizer-loading problems, but one is a generic AutoTokenizer v5 load issue and the other is a specific FastSpeech2ConformerTokenizer failure; different code paths and symptoms." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "FP8 accuracy regression vs Qwen3_5 image infinite loop; unrelated bugs." + "reason": "Both are import errors, but they involve different missing symbols and different modules/models; not the same underlying bug." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Offline cache loading failure vs wrong tokenizer decoder type in v5; both tokenizer-related but not the same defect." + "reason": "Both concern config handling, but one is default multimodal config initialization and the other is GPTNeoX rotary_pct persistence on reload; distinct failures." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Missing `transformers.onnx` module import vs extra space after added token; unrelated." + "reason": "Completely different problems: FineGrainedFP8 accuracy vs a Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "TF32 warning/settings issue vs `torch.split` return handling in DSA indexer; different subsystems." + "reason": "Both are tokenizer regressions, but one is wrong offset mapping and the other is add_special_tokens not adding BOS/EOS; not the same bug." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Cross-version tokenization drift vs multimodal assistant mask bug; not the same bug." + "reason": "Unrelated: a torch.split return-value issue in GLM MoE code vs a wrong docstring for position_ids." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Tokenizer mapping `None` handling vs AutoProcessor kwargs forwarding; different failure points." + "reason": "Both are import-related regressions, but one is a specific missing huggingface_hub symbol and the other is a broad import-error report; too different to merge." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Sentence-Transformers loading hang vs MacOS bus error loading CLIP; unrelated symptoms." + "reason": "Unrelated model-specific issues: FineGrainedFP8 accuracy vs Qwen3-VL-Moe behavior in Transformers 5.0." }, { "left": "issue:43232", - "right": "issue:44743", - "accept": false, - "reason": "Generation kwargs update after `sync_gpus` vs Qwen3.5 recurrent-state reset with cache; different code paths." - }, - { - "left": "issue:42907", - "right": "issue:44945", + "right": "issue:45593", "accept": false, - "reason": "Dequantized model save failure vs incorrect pipeline-parallel outputs; unrelated." + "reason": "Generation/sync_gpus bookkeeping is unrelated to D-FINE auxiliary-loss behavior." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "`position_ids` buffer access error vs tokenizer class mismatch on save; different save/load bugs." + "reason": "Different SAM/Qwen model bugs: RoPE layer dropping vs tied-weights warning across layers." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "AutoProcessor cached-file kwargs bug vs chat-template crash on tool-call messages; different APIs." + "reason": "One is tokenizer cache loading offline; the other is quantized model saving failure. Different subsystems and fixes." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Specific `AutoImageProcessor` import failure vs broad post-upgrade import errors; overlap is too general to be a duplicate." + "reason": "A broken CLI env command and a sentence-transformers import NameError are unrelated." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Python-version compatibility issue vs pipeline-parallel output bug; unrelated." + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to a Qwen3_5 infinite-loop image bug." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Tokenizer behavior drift vs `apply_chat_template` crash on batched multimodal input; different bugs." + "reason": "Both involve tokenizers, but one is offline cache loading and the other is an incorrect tokenizer decoder type in v5; different concrete bugs." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Qwen3 offset-mapping bug vs failure to load a specific model; not the same issue." + "reason": "Unrelated: missing transformers.onnx module vs an extra-space tokenizer formatting issue." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Import-time `nn` NameError in sentence-transformers vs stale `auto_mappings` CI break; both import-ish but not the same bug." + "reason": "Both are tokenization-related regressions, but one is a version-to-version tokenization difference and the other is zero assistant masks in multimodal apply_chat_template; not the same bug." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Model save failure vs invalid `GenerationConfig`; unrelated." + "reason": "TF32 settings guidance and a torch.split issue are unrelated." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "SAM3 type warning vs missing `fpn_position_embeddings` attribute; related family, but different concrete failures." + "reason": "Both touch from_pretrained plumbing, but one is tokenizer mapping fallback logic and the other is AutoProcessor kwargs propagation; not the same fix." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "Layernorm epsilon precision bug vs wrong docstring; functional bug and documentation issue are not duplicates." + "reason": "Both mention generation/cache, but the concrete bug differs: sync_gpus update bookkeeping vs recurrent states resetting in modular_qwen3_5.py." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "DSA indexer missing ReLU vs GLM-5 RoPE implementation; unrelated model logic." + "reason": "Both are loading-related, but one is Sentence Transformers stuck loading and the other is a MacOS bus error on a CLIP model; not clearly the same issue." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Qwen3.5 `num_labels` propagation bug vs degenerate training with flash_attention_3; different problems." + "reason": "Saving dequantized models and incorrect output under pipeline parallelism are different problems." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Tokenizer offset mapping vs all-zero assistant masks for multimodal inputs; different processing stages." + "reason": "A position_ids buffer read error and tokenizer.save_pretrained class-name mismatch are unrelated." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Example script returning empty labels vs Gemma 4 token-type defaulting issue; unrelated." + "reason": "AutoProcessor.cached_file kwargs propagation is unrelated to apply_chat_template crashing on assistant tool-call messages." }, { - "left": "issue:29127", - "right": "issue:30990", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs Sentence-Transformers loading stall; no overlap." + "reason": "Both are tokenizer/template regressions, but one is a general tokenization change across versions and the other is a batched Qwen2_5_VLProcessor padding crash; different code paths." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Dequantized save bug vs failure to load Phi-4 multimodal; different model-loading/saving paths." + "reason": "Both are import failures, but one is a specific AutoImageProcessor import error and the other is a broad many-imports regression; not the same underlying bug." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Qwen3-VL-Moe bug vs tokenizer config class mismatch; unrelated." + "reason": "Python version compatibility failure and pipeline-parallel output corruption are unrelated." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "General tokenization drift vs Deepseek-specific incorrect tokenization; not the same concrete bug." + "reason": "A NameError during import and a broken auto_mappings reference to removed Sam3LiteText configs are different failures." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Qwen3-VL-Moe issue vs `position_ids` buffer access error; unrelated." + "reason": "Wrong offset_mapping for Qwen3 tokenizer and failure to load a specific tokenizer are not the same bug." }, { "left": "issue:42907", - "right": "issue:43452", + "right": "issue:43937", "accept": false, - "reason": "Dequantized save failure vs `gguf_file` breakage in from_pretrained; different code paths." + "reason": "Dequantized model saving failure and invalid GenerationConfig for GLM-5 are unrelated." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Tensor-parallel training bug vs example-script multi-label output bug; unrelated." + "reason": "Same SAM3 family, but one is a model-type warning and the other is a missing attribute error; they are distinct concrete bugs." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Qwen3-VL-Moe bug vs FP8 `save_pretrained` bug; not the same defect." + "reason": "MLA layernorm precision/config issue and a wrong docstring for position_ids are unrelated." } ] }, @@ -12159,17 +12208,18 @@ "component_index": 1, "component_count": 17, "review_unit_index": 39, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:22355", "issue:29127", - "issue:33453", + "issue:30990", + "issue:36296", "issue:38617", "issue:39401", "issue:42222", @@ -12183,46 +12233,58 @@ "issue:43122", "issue:43278", "issue:43441", + "issue:43452", "issue:43493", "issue:43673", "issue:43784", "issue:43824", - "issue:43825", - "issue:43827", "issue:43874", - "issue:43906", "issue:43937", "issue:43976", "issue:43992", "issue:44038", - "issue:44075", - "issue:44117", "issue:44222", + "issue:44295", + "issue:44297", "issue:44351", + "issue:44360", "issue:44485", + "issue:44521", + "issue:44625", "issue:44704", "issue:44779", - "issue:44936", + "issue:44829", "issue:44945", + "issue:44964", "issue:44977", "issue:45072", - "issue:45083", + "issue:45200", "issue:45216", "issue:45278", "issue:45446", "issue:45478", - "issue:45563", - "issue:45588", "issue:45753" ], "soft_pairs": [ + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:36296|issue:43116", + "issue:42907|issue:43452", "issue:43824|issue:44351", + "issue:44038|issue:44222", "issue:45216|issue:45478", "issue:42757|issue:44351", "issue:43278|issue:44945", - "issue:43066|issue:44779", "issue:43493|issue:45753", "issue:42907|issue:44222", + "issue:43066|issue:44779", "issue:43122|issue:44977", "issue:43992|issue:44704", "issue:43784|issue:45446", @@ -12231,225 +12293,225 @@ "issue:43937|issue:44485", "issue:22355|issue:29127", "issue:42371|issue:43874", + "issue:43976|issue:45446", "issue:43064|issue:43673", "issue:42222|issue:43441", - "issue:43976|issue:45446", - "issue:44075|issue:44936", - "issue:43116|issue:43493", - "issue:43116|issue:43825", - "issue:44038|issue:45478", - "issue:44222|issue:45478", - "issue:45083|issue:45446", - "issue:43937|issue:45563", - "issue:33453|issue:39401", - "issue:44117|issue:45588", - "issue:39401|issue:44779", - "issue:43827|issue:45446", - "issue:43937|issue:44977", - "issue:42673|issue:43906" + "issue:43116|issue:43493" ], - "prepared_review_unit_hash": "51a44ef657dd386e77a684959b9e8ec9e4663f3c1d4188aacba3d23548b52122", + "prepared_review_unit_hash": "6d4998cec299b6607d4bcffbb29e5aab09d8fb1584af767f733f3828a6f47957", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 35975, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "serialized_chars": 36601, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of Transformers v5 regressions and model-specific bugs, not a single duplicate thread. Issue 45278 is the broadest umbrella for the import-error subset, but the rest are too heterogeneous for strong deduping. No PRs were provided.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45278 is the broadest, most cluster-like report: it frames a general upgrade regression with multiple import errors after moving to 5.5.0, which best matches the shared v5 breakage theme.", + "summary": "This set is not a tight duplicate cluster; it mixes many unrelated model-specific bugs, import errors, tokenizer regressions, and training issues. The closest umbrella issue is the broad import-regression report (#45278), but most others should remain separate.", + "confidence": 0.86, + "canonical_issue_reason": "#45278 is the broadest and most umbrella-like issue here: it explicitly covers many import errors after upgrading to 5.5.0, so it is the best candidate to represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative because it is the most general symptom statement and can plausibly cover several import-related reports in this set.", + "best_issue_reason": "#45278 is the best overall issue candidate because it is open, general, and plausibly subsumes some of the import-related regressions in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Both are import errors, but they name different missing symbols and likely different code paths." + "reason": "DSA/ReLU-indexer discussion and GLM-5 RoPE implementation are unrelated subsystems and failure modes." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "One is about save_pretrained checkpoint correctness, the other about from_pretrained loading; related family, but not the same bug." + "reason": "One is a Qwen3.5 config propagation bug; the other is a flash-attention training degeneration issue. Different code paths." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Different missing imports from different modules; no evidence of one underlying defect." + "reason": "Wrong offset mappings and empty assistant masks are both tokenization-related only at a very high level, but they are distinct bugs with different symptoms." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "BF16/FP32 dtype drift during eval is unrelated to incorrect output under pipeline parallelism." + "reason": "Empty multi-label classification results and missing mm_token_type_ids defaults are different layers of the stack." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:29127", + "right": "issue:30990", "accept": false, - "reason": "Both tokenizer regressions, but they affect different models and different failure modes." + "reason": "Error-message clarity for LayoutLMv3 boxes and Sentence Transformers loading hang are unrelated." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Different model families and symptoms; no sign of the same underlying bug." + "reason": "Saving dequantized Ministral/Devstral models and loading Phi-4 multimodal are separate model-specific regressions." }, { - "left": "issue:42907", - "right": "issue:44222", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Both involve saving models, but one is dequantized Ministral/Devstral and the other is FP8 MoE; too different to merge." + "reason": "Qwen3-VL-Moe loading and tokenizer save_pretrained class mismatch do not look like the same underlying bug." }, { "left": "issue:43122", - "right": "issue:44977", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer-version difference vs flash-attention generation failure are separate problems." + "reason": "Both mention tokenizer behavior changes in v5, but they affect different models and likely different code paths." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "A missing weight in from_pretrained is not the same as AutoProcessor failing to forward kwargs." + "reason": "Qwen3-VL-Moe loading issues and position_ids buffer access are unrelated." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to a PyTorch version check in flex_attention." + "reason": "Tensor-parallel optimizer/training corruption is unrelated to the multi-label classification example script bug." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Generic import failure vs broad upgrade import regressions; similar theme but not demonstrably the same bug." + "reason": "Saving dequantized models and gguf_file breaking from_pretrained are different I/O paths and symptoms." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to dtype mismatch in bfloat16 inference." + "reason": "Both are import errors, but they concern different symbols and packages, so they are not the same bug." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "GenerationConfig validation and RoPE implementation are different GLM-5 issues." + "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for moe are separate issues." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "A missing module import and a LayoutLMv3 error message issue are unrelated." + "reason": "Both involve Qwen3.5 and newer versions, but one is a bad saved checkpoint while the other is a from_pretrained load error; not enough to call them the same bug." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "TF32 API guidance and a missing image-patch method are unrelated." + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are unrelated import failures." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to GenerationMixin cache handling." + "reason": "Embedding dtype drift and pipeline-parallel output corruption are distinct training/inference bugs." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Broken VitPose imports and Ministral flash-attention failures are different model-specific regressions." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image-specific infinite loop are unrelated model behaviors." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:42907", + "right": "issue:44222", "accept": false, - "reason": "Python-version support issue and flex_attention version check bug are not the same underlying defect." + "reason": "Both concern model saving with quantization, but they affect different models and formats, so they are not clearly the same change." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Unused SGD args and evaluate-after-train failure are separate training bugs." + "reason": "Tokenizer decoder-type mismatch and Deepseek tokenizer regression are related only broadly; the model and concrete failure differ." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43122", + "right": "issue:44977", "accept": false, - "reason": "Example-script multi-label output bug is unrelated to SigLIP2 implementation discrepancy." + "reason": "Tokenizer regression versus flash-attention generation bug are different problems." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Example-script classification output bug and pipeline() error messaging are different issues." + "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor kwargs forwarding are unrelated load-path bugs." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "Related Qwen3 MoE area, but one is a broad v5/moe bug and the other is a specific from_pretrained error; not enough to merge." + "reason": "Sentence-transformers import NameError and a PyTorch version check bug in flex_attention are different import-time issues." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Feature-extract length helper behavior is unrelated to an import version check." + "reason": "The latter is a broad umbrella for many import errors, but this specific missing symbol is not enough to prove the same underlying regression." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "GLM-5 generation config validation and a stale warning about num_return_sequences are different code paths." + "reason": "VRAM leak in Qwen3ForCausalLM and bf16 dtype mismatches in CI are unrelated." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer loading regression and offset-mapping regression are distinct tokenizer issues." + "reason": "GenerationConfig validation and GLM-5 RoPE implementation are different components." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Tokenizer mapping fallback issue and flash_attention crash on s_aux=None are unrelated." + "reason": "A missing transformers.onnx module and a LayoutLMv3 error-message complaint are unrelated." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Both tokenizer regressions, but for different models and different symptoms." + "reason": "TF32 API guidance and a missing image-patch helper in GLM46V are unrelated." }, { - "left": "issue:43827", + "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to a runtime import/version-check bug." + "reason": "Python-version compatibility and flex_attention import version-checking are different compatibility issues." }, { - "left": "issue:43906", - "right": "issue:42673", + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption and chunked_prefill cache missing are separate training vs generation bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral-3 FlashAttention failure are unrelated model-specific regressions." + }, + { + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "A repro of an older issue and a VRAM leak in dataloader threads are unrelated." + "reason": "Example-script multi-label output emptiness and SigLIP2 implementation mismatch are not the same bug." } ] }, @@ -12465,321 +12527,303 @@ "component_index": 1, "component_count": 17, "review_unit_index": 40, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ + "issue:33453", "issue:38617", "issue:39401", "issue:41628", - "issue:42175", "issue:42222", "issue:42371", "issue:42617", "issue:42673", - "issue:42831", - "issue:43012", - "issue:43066", - "issue:43097", - "issue:43122", + "issue:43116", "issue:43408", "issue:43421", "issue:43450", "issue:43577", "issue:43582", - "issue:43673", "issue:43742", - "issue:43874", + "issue:43825", + "issue:43827", + "issue:43906", "issue:43937", "issue:43986", + "issue:44038", "issue:44075", "issue:44117", - "issue:44220", "issue:44261", "issue:44291", "issue:44410", - "issue:44483", "issue:44484", - "issue:44493", "issue:44496", + "issue:44779", "issue:44829", "issue:44933", + "issue:44936", + "issue:44977", "issue:45071", "issue:45081", + "issue:45083", "issue:45216", "issue:45278", "issue:45310", "issue:45341", + "issue:45357", "issue:45405", "issue:45446", - "issue:45464", "issue:45478", "issue:45542", "issue:45561", - "issue:45656" + "issue:45563", + "issue:45588" ], "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43937|issue:45563", + "issue:45083|issue:45446", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:42673|issue:43906", "issue:44291|issue:45071", - "issue:45405|issue:45446", "issue:43450|issue:43986", + "issue:45405|issue:45446", "issue:45341|issue:45561", - "issue:44117|issue:45081", "issue:38617|issue:41628", + "issue:44117|issue:45081", "issue:39401|issue:43421", "issue:44410|issue:45310", - "issue:44829|issue:45216", "issue:44484|issue:45310", + "issue:44829|issue:45216", "issue:42673|issue:43582", "issue:42371|issue:44261", "issue:43408|issue:43742", "issue:42617|issue:45341", - "issue:42222|issue:45542", "issue:44933|issue:45278", + "issue:42222|issue:45542", "issue:43937|issue:44496", - "issue:42673|issue:43577", - "issue:42175|issue:42222", - "issue:44075|issue:45656", - "issue:38617|issue:44220", - "issue:44483|issue:45464", - "issue:42371|issue:42831", - "issue:43066|issue:43122", - "issue:43012|issue:43577", - "issue:43673|issue:45341", - "issue:44484|issue:45478", - "issue:44410|issue:45478", - "issue:43874|issue:44261", - "issue:43097|issue:44493" + "issue:42673|issue:43577" ], - "prepared_review_unit_hash": "cb3c2f4cb71d2d6916846567d0f0cbe9f8f52c5f9d5e5338dcae274059c491c3", + "prepared_review_unit_hash": "f5a3c0a386beab5110455ba1a1f4c8148f221d93858e7c24901f6faea9930ba5", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36472, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "serialized_chars": 36558, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose v5-regression theme (imports, tokenizers, model loading, backend/config behavior), not a tight duplicate set. The best representative issue is the broad import-regression tracker.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report ('Many import errors after update from 4.57.0 to 5.5.0') and best matches the cluster's overall migration/import-breakage theme.", + "summary": "This cluster is mostly false-positive similarity matches across unrelated bugs. The only clear near-duplicate in the set is the repeated Qwen3.5-Moe from_pretrained regression (45310/45478), which is not one of the soft-edge candidates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45310 is the best canonical issue: it is a concrete, reproducible regression for Qwen3.5-Moe loading and is an exact duplicate of 45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative top-level tracker: broad scope, current, and explicitly about multiple import errors after upgrade.", + "best_issue_reason": "Issue 45310 is the strongest representative for triage because it captures the exact failing code path and has a clear duplicate twin (45478), while most other issues here are only loosely similar or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Both are v5 breakages, but they describe different failures in different code paths (_is_hf_initialized vs PreTrainedConfig type checking)." + "reason": "Different bugs: optimizer argument handling vs trainer.evaluate failing after train; same training area but not the same code-path problem." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Unrelated problems: PEFT version pinning vs a PyTorch version check in flex_attention." + "reason": "Both involve example/pipeline behavior, but one is multi-label classification output and the other is a v5 translation-task error message; not the same underlying bug." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Both touch video processing, but one is a batched-shape bug and the other is an AutoProcessor/torchvision import crash." + "reason": "Same model family, but one is save_pretrained writing wrong visual encoder keys and the other is from_pretrained load failure; different concrete code paths." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Same file area, but the reports are different: a generic testing_utils bug vs an xdist race on captured_info.txt." + "reason": "Both mention Qwen/Moe v5 regressions, but the model variant and failure mode differ; too broad to treat as the same bug." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Both are tokenizer-loading issues, but they target different mechanisms (mapping fallback vs Mistral regex patch crash)." + "reason": "Unrelated generation issues: invalid GenerationConfig vs stale warning about num_return_sequences." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different regression causes." + "reason": "Different subsystems and symptoms: qwen3_omni_moe feature-length helper vs flex_attention import version check." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Tokenizer-related, but one is wrong offset mapping and the other is runtime post-processor update behavior." + "reason": "Both are tokenizer problems, but one is tokenizer loading regression and the other is wrong offset mapping in Qwen3; not the same bug." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Different Qwen-family model issues with different failing paths; not the same bug." + "reason": "Tokenizer mapping None-handling vs flash_attention crash on sink-less models; unrelated failures." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Training instability with flash_attention_3 is unrelated to the Qwen3.5 save_pretrained checkpoint regression." + "reason": "Docs referring to removed pipeline APIs is unrelated to a PyTorch version gate/import check bug." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are model-specific tokenizer incorrectness after v5, but Qwen3 offset mapping and Deepseek tokenization are different code paths and symptoms." + }, + { + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Chat/completions request rejection and from_pretrained model-loading failure are different code paths." + "reason": "Different generation failures: GLM-5 invalid config vs Qwen3.5 flash-attention generation issues." }, { "left": "issue:42673", - "right": "issue:43582", + "right": "issue:43906", "accept": false, - "reason": "VRAM leak in multi-threaded dataloader use is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "No evidence they share the same bug; one is VRAM leakage across dataloader threads and the other is just an isolated reproduction of another issue." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "TF32 API guidance and MLA precision/config epsilon issues are unrelated." + "reason": "Both are type/initialization regressions in v5, but one is init_empty_weights with an unexpected argument and the other is PretrainedConfig type checking; not the same concrete fix." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Different model-loading warnings/errors for different model families." + "reason": "Different areas: batched video processor output shape vs AutoProcessor crash without torchvision." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "ImportError for a missing symbol and an audio feature-extraction issue are not the same underlying bug." + "reason": "PEFT minimum version bump is unrelated to a flex_attention import/version check bug." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Both mention chat/completions, but one is request validation/acceptance and the other is streaming inference failure." + "reason": "Both touch testing_utils, but one is a small bug and the other is a pytest-xdist race on captured_info.txt; not the same underlying defect." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "TF32 backend behavior and FineGrainedFP8 accuracy are separate numeric/configuration issues." + "reason": "Both are import errors, but for different missing symbols and different modules; too broad to merge." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but the symptoms are different and there is no clear same-root-cause evidence." + "reason": "Tokenizer mapping fallback issue vs Mistral regex patch crashing on backend_tokenizer; different bugs." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "PyTorch precision warning on compile and BLIP2 dtype propagation are distinct bugs." + "reason": "Tokenizer offset_mapping bug vs runtime post-processor update behavior in TokenizersBackend; not the same issue." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Generation cache behavior during chunked_prefill is unrelated to a small testing_utils bug." + "reason": "Different Qwen3.5-family regressions: missing projections in qwen3next vs from_pretrained error for Qwen3.5 Moe." }, { "left": "issue:44484", - "right": "issue:45478", + "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen chat/completions or from_pretrained, but they are different failures and likely different fixes." + "reason": "save_pretrained shard-size question is unrelated to a Qwen3.5 Moe loading regression." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Different Qwen model variants and different failure modes; not mergeable as one bug." + "reason": "Different model/task behaviors: flash_attention_3 degenerates training, while 45216 is a Qwen3.5 save_pretrained regression." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "Missing image-patch helper and MLA norm epsilon precision error are unrelated." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "A removed config option and unexpected position-id keys are separate v5 regressions." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "A missing import symbol and a feature-extraction helper issue do not share the same code path." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Endpoint request acceptance and streaming inference behavior are different problems." + "reason": "VRAM leak in multithreaded dataloaders is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." }, { "left": "issue:42371", - "right": "issue:42831", - "accept": false, - "reason": "No overlap beyond general numerical/backend concerns." - }, - { - "left": "issue:43066", - "right": "issue:43122", + "right": "issue:44261", "accept": false, - "reason": "The tokenizer decoder-type issue is not clearly the same as the broader tokenization-difference report." + "reason": "TF32 settings guidance is unrelated to MLA q_a_layernorm precision/config epsilon behavior." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Different precision/dtype bugs in different model flows." + "reason": "Model-type warning for sam3_tracker vs key error loading MobileLLM are unrelated." }, { - "left": "issue:43673", + "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Generation cache bug and testing utility bug are unrelated." + "reason": "3d_parallel.py execution failure is unrelated to a testing_utils bug." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Similar surface area, but different model-loading/API failures." + "reason": "The latter is a broad umbrella about many import errors, while the former is one specific missing import; not enough to prove the same underlying bug." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "Different Qwen regressions with different root causes." + "reason": "Vitpose breakage and a tensorboard-without-TensorFlow backend error are unrelated." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Different multimodal/image-patch vs norm-epsilon precision issues." + "reason": "GenerationConfig validation for GLM-5 is unrelated to an unrecognized model/config loading error." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:42673", + "right": "issue:43577", "accept": false, - "reason": "Different regression symptoms and code paths." + "reason": "VRAM leak in dataloader threads vs dtype not propagating in Blip2 loading; different defects." } ] }, @@ -12795,343 +12839,347 @@ "component_index": 1, "component_count": 17, "review_unit_index": 41, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ "issue:38617", "issue:41628", + "issue:42175", "issue:42222", + "issue:42371", "issue:42757", + "issue:42831", "issue:43012", "issue:43064", "issue:43066", "issue:43097", + "issue:43122", "issue:43335", "issue:43408", "issue:43441", "issue:43452", - "issue:43502", "issue:43531", - "issue:43824", - "issue:43873", + "issue:43577", + "issue:43673", "issue:43874", - "issue:43901", - "issue:43906", "issue:43931", "issue:43976", "issue:43986", - "issue:43992", "issue:44038", - "issue:44062", + "issue:44075", "issue:44117", + "issue:44220", "issue:44261", "issue:44263", "issue:44315", - "issue:44351", "issue:44368", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", - "issue:44704", + "issue:44493", "issue:44829", "issue:44987", "issue:45003", "issue:45071", - "issue:45103", "issue:45245", "issue:45341", "issue:45372", - "issue:45375", "issue:45459", + "issue:45464", + "issue:45478", "issue:45542", - "issue:45588" + "issue:45656" ], "soft_pairs": [ - "issue:44263|issue:44485", + "issue:42175|issue:42222", + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:38617|issue:44220", + "issue:42371|issue:42831", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:43097|issue:44493", "issue:43012|issue:43408", - "issue:42222|issue:45459", + "issue:44263|issue:44485", "issue:41628|issue:45071", + "issue:42222|issue:45459", "issue:43441|issue:44829", "issue:45071|issue:45542", "issue:43931|issue:44410", + "issue:43335|issue:45071", "issue:43931|issue:44038", "issue:45003|issue:45341", - "issue:43335|issue:45071", - "issue:43097|issue:43452", - "issue:43986|issue:45341", "issue:43986|issue:44484", - "issue:44117|issue:44987", + "issue:43986|issue:45341", "issue:43408|issue:44368", + "issue:43097|issue:43452", + "issue:44117|issue:44987", "issue:43874|issue:44263", "issue:43976|issue:45071", - "issue:44829|issue:45245", "issue:43986|issue:45372", + "issue:44829|issue:45245", "issue:43531|issue:45341", "issue:38617|issue:42757", - "issue:44261|issue:44485", "issue:43064|issue:44315", - "issue:44410|issue:45375", - "issue:38617|issue:44351", - "issue:43097|issue:45588", - "issue:44062|issue:44117", - "issue:44038|issue:44410", - "issue:44704|issue:45103", - "issue:43502|issue:43992", - "issue:43986|issue:44117", - "issue:43097|issue:43873", - "issue:43824|issue:43986", - "issue:43066|issue:43906", - "issue:43097|issue:43901" + "issue:44261|issue:44485" ], - "prepared_review_unit_hash": "cfefcf720ef82fdd46256997845345596f37e44d6d0caeff1e1bd0a03e94fec4", + "prepared_review_unit_hash": "4d5ef40f0dde068923e7a30b2d6e182d45a53a7d609eea0e4b96f06127cea84f", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37656, - "estimated_input_tokens": 9414, - "estimated_eval_tokens": 19084 + "serialized_chars": 38032, + "estimated_input_tokens": 9508, + "estimated_eval_tokens": 19272 }, "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 share broad keywords like v5, import errors, Qwen/GLM, or flash attention. None of the soft pairs looks like the same underlying bug/change strongly enough to merge.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated import failures, model-specific regressions, training bugs, and documentation/warning reports, with only superficial title similarity.", - "canonical_pr_reason": "No PRs are present in the cluster.", - "best_issue_reason": "No strong global best issue for deduping; any representative would be misleading because the cluster is not centered on one concrete code path.", - "best_pr_reason": "No PRs are present in the cluster.", + "summary": "Mostly unrelated issues. The closest soft match is issue:44483 \u2194 issue:45464, but the available metadata only supports a shared chat/completions failure area, not a confirmed same bug or model-specific duplicate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44483 is the best anchor for the chat/completions subgroup because it is earlier and broader, but the provided metadata does not establish it as the definitive master for issue:45464.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44483 is the strongest issue candidate to represent the chat/completions failure subgroup, though the cluster overall is too mixed to justify a strong global duplicate-tracker claim.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "Different bugs: torch.split return handling in a GLM MoE indexer vs RoPE implementation details." + "reason": "Different subsystems: backend/package installation vs ViTPose model breakage." }, { - "left": "issue:43012", - "right": "issue:43408", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Both mention warnings, but one is a bfloat16 precision warning and the other is a model-type mismatch warning." + "reason": "Both involve optimization, but one is ignored SGD args and the other is duplicate optimizer.step() calls under deepspeed." }, { - "left": "issue:42222", - "right": "issue:45459", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Unrelated subsystems: vitpose model breakage vs tokenizer protobuf error masking." + "reason": "Shared chat/completions area, but the metadata does not prove the same model, request path, or exact failure mode." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Import error for AutoImageProcessor is unrelated to PretrainedConfig type-checking breakage." + "reason": "Unrelated import error vs audio feature extraction bug." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Both involve flash attention, but one is a load-time failure and the other is degenerate training behavior." + "reason": "TF32 warning/API guidance and FineGrainedFP8 accuracy regression are different issues." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "PretrainedConfig typing regression is unrelated to TensorBoard/TensorFlow backend detection." + "reason": "Tokenizer decoder-type mismatch is not the same as changed tokenization output across versions." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Different Qwen3-family failures: weight-shape mismatch vs missing attention projections in a specific layer." + "reason": "Compile-time precision warning vs incorrect dtype loading for model components." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Both are Qwen model issues, but one is a loading shape mismatch and the other is a Qwen3-VL-Moe regression." + "reason": "Generation cache handling and a testing_utils bug are unrelated." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "sys.modules access bug is unrelated to a testing_utils bug." + "reason": "Save-pretrained shard-size behavior is unrelated to Qwen3.5 MoE loading failure." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "SwitchTransformers sparse-layer construction is not the same issue as PretrainedConfig typing." + "reason": "Different model internals: image-patch counting vs MLA norm-epsilon precision issue." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Removed config flag warning and gguf_file loading breakage are different code paths." + "reason": "Qwen3next missing projections is not the same underlying failure as Qwen3.5 MoE loading." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Video AutoProcessor crash and a testing_utils bug do not match." + "reason": "Removed config attribute and unexpected position-id keys are separate migration symptoms." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43012", + "right": "issue:43408", "accept": false, - "reason": "AutoProcessor/torchvision crash is unrelated to save_pretrained shard size behavior." + "reason": "Dtype/precision warning and model-type mismatch warning are distinct configuration problems." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer mapping None-handling is a different failure than loading physical-intelligence/fast." + "reason": "torch.split return handling in GLM indexer is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Different warnings in different contexts: model-type mismatch vs tie_word_embeddings advice." + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking failure are different API breakages." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:42222", + "right": "issue:45459", "accept": false, - "reason": "Different GLM bugs: missing image-patch helper vs torch.split return values." + "reason": "Broken ViTPose models and tokenizer error masking without protobuf are unrelated." }, { - "left": "issue:43976", - "right": "issue:45071", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Python version support issue is unrelated to a config typing regression." + "reason": "FlashAttention-related issues, but different models and outcomes: inference failure vs degenerate training." }, { - "left": "issue:44829", - "right": "issue:45245", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Flash-attention training degeneration is unrelated to category cardinality limits." + "reason": "PretrainedConfig type checking and TensorFlow backend detection are separate issues." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Video AutoProcessor/torchvision crash is unrelated to ReasoningEffort import failure in Gemma 4 loading." + "reason": "Different Qwen model families and different loading failures." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to a testing_utils bug." + "reason": "Sparse layer construction bug and type-checking breakage are unrelated." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different packages." + "reason": "Different Qwen model families and different failure modes." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "RMS norm epsilon precision bug does not match the GLM-5 RoPE implementation issue." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils bug." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Different training-time problems: optimizer state/rank mismatch vs Liger Kernel application during model init." + "reason": "Missing torchvision crash and max_shard_size behavior are unrelated." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Both are Qwen config/model issues, but one is missing projections and the other is a missing vision config field." + "reason": "Video-model dependency handling and testing_utils are unrelated." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "Distinct import failures for different symbols: layer_type_validation vs HybridCache." + "reason": "Different configuration warnings with different triggers." }, { "left": "issue:43097", - "right": "issue:45588", + "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings warning is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Config attribute removal and gguf_file loading breakage are not the same bug." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Tokenizer AddedToken argument collision is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "Tokenizer mapping None handling and a model-loading failure are too vague to treat as the same code path." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Both mention Qwen3 variants, but the concrete failures and code paths differ." + "reason": "Both touch GLM-family multimodal code, but they are distinct bugs." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43976", + "right": "issue:45071", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to auto_docstring annotation handling." + "reason": "Python version compatibility and PretrainedConfig type checking are unrelated." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Local-files-only network leak and missing embed_tokens.weight are unrelated loading issues." + "reason": "Missing torchvision and missing ReasoningEffort from mistral_common are different optional-dependency import failures." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:44829", + "right": "issue:45245", "accept": false, - "reason": "Video AutoProcessor crash and tokenizer mapping None-handling do not share the same bug." + "reason": "FlashAttention-3 training degeneration is unrelated to the category-count limit error." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Removal of a config flag is unrelated to offloading/quantization behavior." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." }, { - "left": "issue:43824", - "right": "issue:43986", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Qwen2.5-VL import error and video-model AutoProcessor crash are different model/loading problems." + "reason": "Two import errors, but from different packages and different symbols." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Wrong tokenizer decoder type is not the same as the separate reproduced issue linked by 43906." + "reason": "FSDP2 optimizer state corruption and Liger Kernel not being applied are different training-stack issues." }, { - "left": "issue:43097", - "right": "issue:43901", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "A removed config API warning is unrelated to a documentation mismatch in TextClassificationPipeline." + "reason": "Missing rms_norm_eps in MLA and GLM-5 RoPE implementation are distinct model-architecture concerns." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The conservative pair judgments are fine, but the duplicate call on issue:44483 \u2194 issue:45464 is overstated. From the packet we only know both concern chat/completions failures; the exact Qwen3.5-0.8B streaming bug is not established by the provided metadata alone. The summary also goes beyond the evidence by calling this the only clear duplicate pair / canonical tracker. Please soften that conclusion unless the issue bodies explicitly show the same model and failure mode." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -13141,64 +13189,76 @@ "component_index": 1, "component_count": 17, "review_unit_index": 42, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ - "issue:36010", "issue:36683", "issue:38617", "issue:42757", "issue:42886", - "issue:42898", "issue:42907", - "issue:42994", "issue:43012", "issue:43064", "issue:43066", + "issue:43097", "issue:43208", - "issue:43299", "issue:43352", "issue:43381", - "issue:43475", "issue:43502", "issue:43526", "issue:43550", "issue:43582", - "issue:43611", "issue:43618", - "issue:43756", "issue:43761", "issue:43824", "issue:43825", - "issue:43867", + "issue:43873", "issue:43901", - "issue:43937", + "issue:43906", "issue:43976", + "issue:43986", "issue:43992", "issue:44038", - "issue:44077", + "issue:44062", + "issue:44117", + "issue:44222", "issue:44230", + "issue:44351", "issue:44368", "issue:44380", + "issue:44410", "issue:44483", "issue:44484", - "issue:44485", "issue:44514", "issue:44655", "issue:44683", - "issue:44938", - "issue:45216", + "issue:44704", + "issue:45103", "issue:45290", - "issue:45381", + "issue:45375", + "issue:45478", "issue:45479", + "issue:45588", "issue:45753" ], "soft_pairs": [ + "issue:38617|issue:44351", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43097|issue:43901", "issue:43825|issue:44655", "issue:43992|issue:44484", "issue:43352|issue:44380", @@ -13214,273 +13274,253 @@ "issue:43208|issue:43526", "issue:36683|issue:43582", "issue:44483|issue:44514", + "issue:44222|issue:45478", "issue:43618|issue:44380", - "issue:43618|issue:43761", "issue:43012|issue:44683", + "issue:43618|issue:43761", "issue:42757|issue:43824", "issue:38617|issue:43502", - "issue:44038|issue:44230", "issue:44483|issue:45290", - "issue:43299|issue:43867", - "issue:44483|issue:45381", - "issue:43756|issue:44485", - "issue:43299|issue:45753", - "issue:43901|issue:44655", - "issue:36683|issue:43475", - "issue:42994|issue:44655", - "issue:43352|issue:43937", - "issue:43867|issue:45216", - "issue:44077|issue:44380", - "issue:42898|issue:43066", - "issue:36010|issue:42757", - "issue:36683|issue:44077", - "issue:43611|issue:44655", - "issue:43976|issue:44938" + "issue:44038|issue:44230" ], - "prepared_review_unit_hash": "0a2daaa890d35229510251a3943cd2fb0d66d01b574ce0f8d2830e59018cc1e3", + "prepared_review_unit_hash": "7dddff1596eddbf72710670fecc2b858768863a57cca49e03ffdbaad740c55a3", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38515, - "estimated_input_tokens": 9629, - "estimated_eval_tokens": 19514 + "soft_pair_count": 35, + "serialized_chars": 38064, + "estimated_input_tokens": 9516, + "estimated_eval_tokens": 19288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster: it mixes unrelated import errors, model-loading regressions, tokenizer/pipeline behavior changes, save_pretrained issues, and model-specific bugs. The closest thematic hub is pipeline/model saving, but none of the soft pairs look like the same concrete fix.", - "confidence": 0.48, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues with only superficial keyword overlap (imports, v5 regressions, save/load, Qwen, CLIP, etc.). I do not see any pair that is clearly the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43097 is the best representative of the largest recurring theme here: Transformers v5 behavior/regression complaints around removed or changed model/config APIs, and it also has the strongest apparent centrality among the candidate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44655 is the best representative hub because several soft similarities point toward save_pretrained/pipeline serialization, even though the overall set is too heterogeneous to treat as one duplicate cluster.", + "best_issue_reason": "issue:43097 is the most representative issue for triage because it sits closest to the broad v5 migration/regression theme that appears repeatedly in this cluster, even though the cluster overall is not truly coherent.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43825", - "right": "issue:44655", - "accept": false, - "reason": "Translation-task help text vs pipeline save_pretrained failure; unrelated." - }, - { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Missing embed_tokens.weight vs shard-size question; unrelated." + "reason": "Both are import errors, but for different symbols and modules (`layer_type_validation` vs `HybridCache`) with unrelated failure modes." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Both are attention/backend bugs, but they affect different models and different code paths." + "reason": "Both mention Qwen3.x vision-related models, but one is missing layer projections and the other is a config field being dropped by strict validation." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA issue; unrelated." + "reason": "One is an `AddedToken` argument collision, the other is `TOKENIZER_MAPPING_NAMES` returning `None`; these are different tokenizer code paths." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "PyTorch precision warning vs a compile-time SDPA failure; not the same bug." + "reason": "`tie_embeddings_and_encoder_decoder` removal and a flash-attention `s_aux=None` crash are unrelated bugs." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Different warning symptoms in different feature paths; unrelated." + "reason": "Different model families and different failures: Qwen3-VL-Moe compatibility versus missing projections in qwen3next." }, { - "left": "issue:42886", - "right": "issue:43381", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Offline cache loading vs gradient checkpointing in eval mode; unrelated." + "reason": "`AutoProcessor.from_pretrained` kwargs forwarding and the auto-docstring annotation crash are separate utilities with different failure points." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Saving dequantized models vs Qwen3_5 image looping; unrelated." + "reason": "Offline/local file handling is unrelated to missing `embed_tokens.weight` during UMT5 encoder loading." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Both are saving-related, but one is quantized model serialization and the other is pipeline save_pretrained; separate fixes." + "reason": "A missing `torchvision` dependency crash is not the same as a tokenizer mapping lookup returning `None`." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "GPT2 attention-scaling backend bug vs sequence-classification zero-loss bug; unrelated." + "reason": "One is a v5 config/API removal warning; the other is an offloading/quantization bug." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43824", + "right": "issue:43986", "accept": false, - "reason": "Model-specific attention support issue vs Python-version compatibility problem; unrelated." + "reason": "Importing a specific Qwen VL class and crashing without torchvision are different issues." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug vs attention-scaling backend bug; unrelated." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete bug." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43097", + "right": "issue:43901", "accept": false, - "reason": "xLSTM training issues vs BeitImageProcessorFast label reduction bug; unrelated." + "reason": "A removed embedding-tie helper and outdated pipeline docs about `return_all_scores` are different topics." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Missing Gemma3Config attribute vs Apple Silicon allocator TypeError; unrelated." + "reason": "Pipeline chat/translation task messaging and saving Pipeline objects involve different code paths and symptoms." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Chat completions endpoint rejection vs batched chat_template crash; different layers and failures." + "reason": "A missing weight when loading UMT5 is unrelated to the `max_shard_size` default in `save_pretrained()`." }, { - "left": "issue:43618", + "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "CLIP output regression vs GPT2 attention-scaling bug; unrelated." + "reason": "Both involve attention backends, but one is unsupported Flash Attention for a model and the other is GPT-2 scaling being ignored." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Both are CLIP regressions, but one drops attentions and the other hidden_states; not clearly the same fix." + "reason": "xLSTM training bugs and a Bamba `torch.compile`/SDPA failure are unrelated model-specific problems." }, { "left": "issue:43012", - "right": "issue:44683", + "right": "issue:43550", "accept": false, - "reason": "A precision warning is not the same as a flex_attention compilation failure." + "reason": "A bfloat16 precision warning from compilation is not the same as a model failure under `torch.compile` with SDPA." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Two import errors, but for different symbols from different modules; unrelated." + "reason": "These are different warnings with different triggers: compilation precision versus tied-embeddings config advice." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:42886", + "right": "issue:43381", "accept": false, - "reason": "ImportError in configuration utils vs network calls despite local_files_only=True; unrelated." + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated behaviors." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Qwen3-VL-Moe loading regression vs fp8 inference support request; not the same bug." + "reason": "Saving dequantized Ministrals/Devstrals and an infinite-loop image generation bug are different model/runtime issues." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Chat API acceptance regression vs assistant tool-call template crash; different code paths." + "reason": "Saving a dequantized model and saving a Pipeline object are both save-related but not the same bug." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Qwen3VL-Moe loading breakage vs sorted state_dict load error; unrelated." + "reason": "GPT-2 attention scaling under backends and degenerate zero-loss classification are completely different code paths." }, { - "left": "issue:44483", - "right": "issue:45381", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Chat completions API regression vs Qwen2.5-VL video position_ids bug; unrelated." + "reason": "Flash Attention support for Nemotron and a Python-version compatibility problem are unrelated." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Both mention RoPE, but they concern different models and likely different implementations." + "reason": "FSDP2/PEFT optimizer-state corruption and GPT-2 attention scaling are unrelated issues." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Docs mismatch for return_all_scores vs pipeline save_pretrained failure; unrelated." + "reason": "xLSTM training bugs and a Beit image processor label-reduction bug are unrelated." }, { "left": "issue:36683", - "right": "issue:43475", + "right": "issue:43582", "accept": false, - "reason": "Gemma3 config missing vocab_size vs SAM3 encoder output missing an attribute; unrelated." + "reason": "A missing config attribute and an Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Both saving-related, but quantized-model save failure and pipeline save_pretrained are separate code paths." + "reason": "A chat-completions API request rejection and a batched `apply_chat_template` crash are different endpoints and failures." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "FlashAttention support bug vs GLM-5 GenerationConfig validation error; unrelated." + "reason": "Both mention Qwen3.5/Moe/FP8, but one is save_pretrained support and the other is a from_pretrained regression; not the same concrete bug." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "State_dict ordering load error vs checkpoint save_pretrained regression; different directions and symptoms." + "reason": "Missing CLIP attentions and GPT-2 attention scaling are unrelated model behaviors." }, { - "left": "issue:44077", - "right": "issue:44380", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "PatchTSMixer post_init policy issue vs GPT2 attention scaling; unrelated." + "reason": "A bfloat16 warning is not the same as compiled flex attention failing on torch >= 2.9." }, { - "left": "issue:42898", - "right": "issue:43066", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Tokenizer cleanup behavior change vs wrong tokenizer decoder type; related area but distinct defects." + "reason": "Both are CLIP regressions, but one concerns attentions and the other hidden states; different output fields and fixes." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Import errors from different packages and symbols; unrelated." + "reason": "These are different import errors from different packages/symbols and do not share the same root cause." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Gemma3Config attribute bug vs PatchTSMixer post_init policy change; unrelated." + "reason": "An import failure in configuration utils and unwanted API requests under `local_files_only=True` are unrelated." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "base_model_prefix load regression vs pipeline save_pretrained issue; unrelated." + "reason": "A v1 chat-completions endpoint issue and a chat template crash with tool-call assistant messages are different problems." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Both are Python compatibility reports, but they involve different versions and different failure modes." + "reason": "Both mention Qwen/VL/Moe/FP8, but one is a general v5 compatibility bug and the other is FP8 inference support; not the same code-path problem." } ] }, @@ -13496,49 +13536,50 @@ "component_index": 1, "component_count": 17, "review_unit_index": 43, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ - "issue:28282", - "issue:33453", - "issue:36296", + "issue:36010", "issue:36683", "issue:41669", + "issue:42757", "issue:42890", + "issue:42898", + "issue:42994", "issue:43010", "issue:43064", + "issue:43066", + "issue:43299", "issue:43352", - "issue:43502", + "issue:43475", "issue:43525", - "issue:43575", + "issue:43611", "issue:43618", + "issue:43756", "issue:43867", + "issue:43901", "issue:43931", + "issue:43937", "issue:43976", "issue:43992", - "issue:44062", - "issue:44075", "issue:44077", - "issue:44112", "issue:44188", "issue:44242", "issue:44246", "issue:44263", "issue:44355", - "issue:44360", "issue:44380", - "issue:44484", + "issue:44483", + "issue:44485", "issue:44492", + "issue:44655", "issue:44855", - "issue:44857", "issue:44938", - "issue:44964", - "issue:44977", "issue:45071", "issue:45216", "issue:45278", @@ -13547,16 +13588,30 @@ "issue:45375", "issue:45381", "issue:45440", - "issue:45478", "issue:45561", "issue:45593", - "issue:45600", + "issue:45753", "issue:45850" ], "soft_pairs": [ + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43756|issue:44485", + "issue:43299|issue:45753", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:44077|issue:44380", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:43976|issue:44938", + "issue:43352|issue:45593", "issue:44263|issue:45440", "issue:36683|issue:43525", - "issue:43352|issue:45593", "issue:43618|issue:45216", "issue:44188|issue:44380", "issue:36683|issue:44242", @@ -13571,250 +13626,244 @@ "issue:42890|issue:45561", "issue:44938|issue:45071", "issue:43867|issue:45357", - "issue:43010|issue:45850", - "issue:43992|issue:45478", - "issue:43010|issue:43976", - "issue:44938|issue:45381", - "issue:43618|issue:44077", - "issue:44360|issue:45440", - "issue:36296|issue:43575", - "issue:28282|issue:33453", - "issue:43867|issue:44484", - "issue:43618|issue:44977", - "issue:43618|issue:44857", - "issue:42890|issue:44964", - "issue:42890|issue:44112", - "issue:42890|issue:45600", - "issue:43502|issue:44062", - "issue:43010|issue:44075" + "issue:43010|issue:45850" ], - "prepared_review_unit_hash": "b8a9f17214c8e31e093982cc53633f778e4da6be9e73b06d5b2c337079c957b5", + "prepared_review_unit_hash": "e82ff03e28a993437c60eecf1de0f4d87863f3ebd09b071dee9a55238a4ecda6", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37119, - "estimated_input_tokens": 9280, - "estimated_eval_tokens": 18816 + "serialized_chars": 37169, + "estimated_input_tokens": 9293, + "estimated_eval_tokens": 18842 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues spanning different models, config attributes, training paths, import regressions, and test flakes. I don\u2019t see any soft pair that looks like the same underlying bug/change, so this cluster does not collapse cleanly into duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report here: multiple import regressions after upgrading versions. It\u2019s the closest thing to a representative issue for the set, even though the rest are not true duplicates of it.", + "summary": "Mostly heterogeneous Transformers bug reports spanning different models, versions, and subsystems. There is only one clear duplicate-like pair around import-time slowdown; the rest should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 41669 is the clearest root-cause report for the import slowdown: it names the concrete cause (`import *` in models) and the observed impact. Its paired report 44246 is the more generic symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best represents the cluster because it captures the broad upgrade/regression theme, rather than a narrow model-specific or test-only failure.", + "best_issue_reason": "Issue 45278 is the best overall umbrella issue in this set because it is the broadest, open report about widespread import regressions after upgrading and can absorb related symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Both concern model internals, but one is a GlmMoe DSA indexer return issue and the other is DeepSeekV3 MoE divergence; different code paths and symptoms." + "reason": "Different failures: Qwen3VL MoE loading vs a state-dict ordering load error. Same general loading area, but not the same bug." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:44483", + "right": "issue:45381", "accept": false, - "reason": "Both are missing config attributes, but they affect different configs (`Gemma3Config.vocab_size` vs `Llama4Config.pad_token_id`) and different failure points." + "reason": "Chat/completions request validation is unrelated to Qwen2.5-VL video position-id handling." }, { - "left": "issue:43352", - "right": "issue:45593", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Nemotron FlashAttention support gating is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + "reason": "Both mention RoPE, but they concern different model implementations and different defects." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "CLIPOutput attentions assignment and Qwen3.5 checkpoint key saving are separate bugs in different parts of the stack." + "reason": "One is a model-loading regression; the other is an infinite-loop generation bug on a specific image." }, { - "left": "issue:44188", - "right": "issue:44380", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Both touch attention, but one is a torch.compile branching divergence bug and the other is backend-specific GPT2 attention scaling being ignored." + "reason": "Docs mismatch for `return_all_scores` is unrelated to pipeline serialization/save_pretrained failure." }, { "left": "issue:36683", - "right": "issue:44242", + "right": "issue:43475", "accept": false, - "reason": "Missing `vocab_size` on Gemma3Config is not the same as load-balancing loss being omitted when `output_router_logits=False`." + "reason": "Gemma3 config attribute loss and Sam3 vision output attribute loss are different model-specific bugs." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "A distributed training optimizer-state bug is unrelated to a documentation/typing typo in cache strategies." + "reason": "Quantized model saving and pipeline object saving are distinct serialization paths and failure modes." }, { "left": "issue:43352", - "right": "issue:43931", + "right": "issue:43937", "accept": false, - "reason": "One is unsupported FlashAttention 2.0 for Nemotron; the other is a Qwen3-VL weight-shape mismatch during model loading." + "reason": "FlashAttention2 support gating is unrelated to invalid GenerationConfig for GLM-5." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "`no_grad` decoration on cache updates is a code-path fix; widespread import errors after upgrading versions are a different regression class." + "reason": "State-dict sorting load error and incorrect Qwen3.5 checkpoint saving are different save/load regressions." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:44077", + "right": "issue:44380", "accept": false, - "reason": "Both are from loading models, but they are model-specific missing-key/from_pretrained failures with different root causes." + "reason": "`post_init` policy for patchtsmixer is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "A sorted-state_dict loading error and a missing `deepstack_visual_indexes` config field are distinct failure modes." + "reason": "Different missing imports from different packages (`transformers.generation` vs `huggingface_hub`)." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:42898", + "right": "issue:43066", "accept": false, - "reason": "Import-time performance from `import *` usage is not the same bug as intermittent slow `import transformers`." + "reason": "Both tokenizer-related, but one is a behavior change in cleanup spaces and the other is a decoder-type regression." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "Compiled Python file errors and a Python 3.13 `@torch.jit.script` parsing/IndentationError are different import-time issues." + "reason": "Gemma3Config missing `vocab_size` is unrelated to patchtsmixer `post_init` deprecation." }, { - "left": "issue:36683", - "right": "issue:43064", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "A missing config attribute on Gemma3 has nothing to do with FSDP2/PEFT optimizer-state corruption in training." + "reason": "`base_model_prefix` loading breaks and pipeline save_pretrained failures are separate code paths." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Missing `set_seed()` in a test file is unrelated to an xdist race writing `captured_info.txt`." + "reason": "Different Python-version compatibility failures: 5.1.0 vs Python 3.9+ and Python 3.14 import failure." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:43352", + "right": "issue:45593", "accept": false, - "reason": "Python 3.14 import/load compatibility and PretrainedConfig type-checking breakage are separate regressions." + "reason": "Unsupported FlashAttention2 and missing auxiliary losses in D-FINE are unrelated." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "State-dict sorting/load failure is not the same as saving incorrect visual encoder keys in Qwen3.5." + "reason": "Both involve MoE-ish internals, but they are different models and different bugs." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "A specific `@torch.no_grad` cache update bug is not the same as a broad complaint that v5 breaks too many models." + "reason": "Gemma3 config missing `vocab_size` and Llama4Config missing `pad_token_id` are separate attribute regressions." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Different Qwen3.5-related from_pretrained issues, but the reported missing key/error context does not match closely enough to be the same bug." + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 checkpoint save correctness." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:44188", + "right": "issue:44380", "accept": false, - "reason": "Cache update decoration and Python version support for v5.1.0 are unrelated." + "reason": "Torch.compile branching divergence in attention kernels is a different bug from GPT2 attention scaling being ignored." }, { - "left": "issue:44938", - "right": "issue:45381", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "A Python 3.14 load failure is not the same as a Qwen2.5-VL video position-id bug." + "reason": "Gemma3Config attribute error is unrelated to router-logits load-balancing loss handling." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "CLIPOutput attentions missing and patchtsmixer `post_init` policy are unrelated model API issues." + "reason": "Distributed optimizer-state corruption is unrelated to a cache-strategy typo." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43352", + "right": "issue:43931", "accept": false, - "reason": "A missing ReLU in the DSA indexer is not the same as DeepSeekV3 MoE divergence from the remote implementation." + "reason": "FlashAttention2 support error is unrelated to Qwen3-VL weight-shape mismatch." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct OOM are both TP-related but not the same underlying defect." + "reason": "Cache update no_grad behavior is unrelated to generic import errors after upgrade." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "PyTorch import-missing errors and tokenizer-loading regression are different startup problems with different triggers." + "reason": "UMT5Encoder missing weights and Qwen3.5 MoE from_pretrained errors are different loading regressions." }, { "left": "issue:43867", - "right": "issue:44484", + "right": "issue:45375", "accept": false, - "reason": "A load-model state_dict ordering error is unrelated to the `max_shard_size` default in save_pretrained()." + "reason": "A sorted state_dict load failure is unrelated to missing `deepstack_visual_indexes` in Qwen3_5MoeVisionConfig." }, { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "These match on the same underlying import-time slowdown: 41669 identifies the concrete cause (`import *` bloat), while 44246 reports the user-visible slow import symptom." + }, + { + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "CLIP output attentions assignment and Qwen3.5 flash-attention generation issues are separate code paths." + "reason": "Compiled Python file errors and Python 3.13 `@torch.jit.script` parsing failures are different interpreter/decorator issues." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "Different failures: missing CLIP attentions vs LwDetr float16 AMP CUDA crash." + "reason": "Config attribute regression and distributed training optimizer-state bug are unrelated." }, { "left": "issue:42890", - "right": "issue:44964", + "right": "issue:45561", "accept": false, - "reason": "Test seeding flakiness is unrelated to a Phi-4 multimodal model-loading regression." + "reason": "Test flakiness from missing `set_seed()` is unrelated to xdist workers racing on `captured_info.txt`." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "A flaky integration test due to missing seeds is not the same as a GraniteSpeech CI device-override issue." + "reason": "Python 3.14 load failure and `PretrainedConfig` type-checking regression are different compatibility problems." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Test flakiness and stale auto_mappings references are different classes of failures." + "reason": "State-dict ordering load failure and incorrect visual encoder keys in save_pretrained are different save/load bugs." }, { "left": "issue:43010", - "right": "issue:44075", + "right": "issue:45850", "accept": false, - "reason": "Cache update decoration and unused SGD args are unrelated." + "reason": "Cache/layer `update()` no_grad behavior is unrelated to the broad complaint about too many models breaking since v5." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the broad import-regression umbrella around issue 45278 is reasonable, issue 41669 is the clearest root-cause import slowdown report, and the lone accepted soft pair (41669/44246) is supported by the titles. The remaining soft-edge rejections stay conservative and do not overclaim shared bugs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13823,24 +13872,21 @@ "component_index": 1, "component_count": 17, "review_unit_index": 44, - "review_unit_count": 46, + "review_unit_count": 47, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", + "cluster_id": "cluster-10000-399", "nodes": [ + "issue:28282", "issue:30333", "issue:30990", "issue:31795", "issue:33453", - "issue:34689", "issue:36296", - "issue:38617", - "issue:41628", "issue:42548", - "issue:42757", "issue:42831", "issue:42890", "issue:43010", @@ -13848,258 +13894,481 @@ "issue:43232", "issue:43299", "issue:43502", - "issue:43526", - "issue:43576", - "issue:43673", + "issue:43575", + "issue:43618", "issue:43723", - "issue:43824", - "issue:43827", + "issue:43867", "issue:43874", - "issue:43901", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", "issue:44222", - "issue:44230", "issue:44315", "issue:44351", "issue:44355", "issue:44360", "issue:44387", + "issue:44484", "issue:44485", - "issue:44492", "issue:44556", - "issue:44655", "issue:44749", - "issue:44908", + "issue:44857", "issue:44938", "issue:44961", + "issue:44964", + "issue:44977", "issue:45071", "issue:45125", "issue:45341", - "issue:45362", "issue:45375", - "issue:45468", + "issue:45381", + "issue:45440", "issue:45478", - "issue:45850" + "issue:45600" ], "soft_pairs": [ + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:44360|issue:45440", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43010|issue:44075", "issue:43723|issue:44556", - "issue:44222|issue:45125", "issue:42890|issue:45341", "issue:44387|issue:44556", - "issue:42548|issue:44351", + "issue:44222|issue:45125", "issue:43010|issue:43065", + "issue:42548|issue:44351", "issue:43502|issue:44485", "issue:44355|issue:44749", - "issue:30990|issue:31795", "issue:43010|issue:43232", + "issue:30990|issue:31795", "issue:45125|issue:45478", "issue:45125|issue:45375", "issue:30333|issue:33453", - "issue:43502|issue:44222", "issue:43299|issue:44556", "issue:44315|issue:44360", + "issue:43502|issue:44222", "issue:42831|issue:43874", "issue:43502|issue:44961", "issue:30333|issue:36296", - "issue:44355|issue:45071", - "issue:44222|issue:44230", - "issue:43827|issue:44961", - "issue:44355|issue:44655", - "issue:33453|issue:34689", - "issue:42757|issue:43576", - "issue:33453|issue:36296", - "issue:43576|issue:45071", - "issue:43576|issue:43824", - "issue:31795|issue:38617", - "issue:44961|issue:45468", - "issue:41628|issue:42548", - "issue:38617|issue:43576", - "issue:43673|issue:44492", - "issue:43576|issue:44938", - "issue:44908|issue:44961", - "issue:44485|issue:44961", - "issue:36296|issue:43901", - "issue:41628|issue:44355", - "issue:36296|issue:43526", - "issue:45362|issue:45850" + "issue:44355|issue:45071" ], - "prepared_review_unit_hash": "10a8091e81d7185058e30d9d3ae5dfb90e1c988302afb71dc981bcc60b235dab", + "prepared_review_unit_hash": "b712106ef137fee0c5438014e14a0eb9ac5e93af3403051c425e8b45a14c41e3", "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 38987, - "estimated_input_tokens": 9747, - "estimated_eval_tokens": 19750 + "soft_pair_count": 35, + "serialized_chars": 37518, + "estimated_input_tokens": 9380, + "estimated_eval_tokens": 19016 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by heterogeneous Transformers v5 regressions, import/load failures, and a few unrelated docs/test bugs. The soft pairs are mostly not duplicates of the same underlying defect; they just share broad subsystem or version-related similarity.", - "confidence": 0.62, - "canonical_issue_reason": "issue:44556 is the best concrete umbrella among the set: it clearly captures a version-upgrade loading regression and is specific enough to be actionable, while many other issues are narrower variants around v5 breakage.", + "summary": "This cluster is mostly a mix of unrelated issues; only one pair looks plausibly like the same model-loading bug. Most soft matches are broad keyword overlaps rather than true duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45125 is the most concrete canonical candidate: it names the specific model class and a clear loading/tensor-parallel failure mode that plausibly explains the related from_pretrained report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the strongest representative issue because it describes a concrete, user-facing reload failure after upgrading versions, which aligns with the broader v5 regression theme in this cluster.", + "best_issue_reason": "issue:45125 is the best representative issue because it is specific, reproducible, and tied to a clear code path; if one duplicate is kept, this is the better anchor than the more generic error report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Both are loading-related, but one is tokenizer-from_pretrained failure and the other is checkpoint reload after upgrade; different bugs." + "reason": "Both are loading errors, but they involve different models and likely different root causes; too broad to treat as duplicates." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "FP8 save_pretrained/MoE bug vs missing _tp_plan for tensor parallelism; related area, but not the same defect." + "reason": "One is about no_grad decoration on cache update, the other about Python version compatibility; unrelated bugs." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 import/load failure and Qwen2.5-VL video position_ids are different failure modes." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer post_init validation are separate code paths." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is a specific OOM on one model; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Implementation divergence complaints in different subsystems are not enough to unify these." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing import and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model load failure due to sorted state_dict and save_pretrained shard-size discussion are different topics." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "These target different models and different runtime issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness from missing seeds is unrelated to a model-loading regression." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test failures, but the affected tests and causes differ." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures in different files; no shared underlying bug." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline API-request leakage and AddedToken argument duplication are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Generation cache no_grad and SGD arguments not being used are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload after upgrade to v5.2/v5.3 are both version-related, but not the same concrete failure." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "Both mention tests, but one is flakiness from missing set_seed and the other is a separate testing_utils bug." + "reason": "Test seed flakiness and a bug in testing_utils are not the same issue." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Quantization OOM from reserved memory is a different failure mode than checkpoint reload regression." + "reason": "Int4 quantization memory regression and checkpoint reload incompatibility are different bugs." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Both are import errors, but they target different missing symbols and likely different code paths." + "reason": "Both involve MoE models, but one is FP8 save_pretrained and the other is tensor-parallel loading; different code paths." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache no_grad decoration and dummy Conv2d in Sam3PixelDecoder are unrelated bugs." + "reason": "Cache/layer update decoration and Sam3PixelDecoder dummy Conv2d are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export issues." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Offline-mode network leakage and GLM-5 RoPE implementation are unrelated." + "reason": "Offline request leakage and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-file import/runtime errors vs a performance regression after upgrading; not the same issue." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Sentence Transformers loading hang vs documentation confusion in model.forward; different problem class." + "reason": "Compiled-file import errors and a performance regression after upgrade are not the same bug." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both are generation/cache adjacent, but they describe different cache-update bugs in different paths." + "reason": "Both touch generation internals, but the failing behavior and likely fix differ." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Both involve Qwen3.5 MoE loading/tensor-parallel concerns, but one is missing TP plan and the other is a from_pretrained error; too distinct to merge." + "reason": "Sentence Transformers loading hang and forward doc confusion are unrelated." }, { "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "Tensor parallel plan issue vs missing config field silently dropped; not the same bug." + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE loading path; the generic from_pretrained failure is plausibly the symptom of the missing _tp_plan / tensor-parallel loading bug." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow status reporting after failed training vs tokenizer loading regression; unrelated." - }, - { - "left": "issue:43502", - "right": "issue:44222", - "accept": false, - "reason": "Offline network requests vs FP8 save_pretrained bug; same broad area but not the same concrete change." + "reason": "MLflow reporting on failed training jobs and tokenizer loading regression are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are v5 loading regressions, but one is Qwen3VL MoE-specific and the other is generic checkpoint reload failure." + "reason": "A specific Qwen3VL MoE load failure and a version-upgrade checkpoint reload problem are not the same bug." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "model_init Liger-kernel application and DSA indexer ReLU are unrelated." + "reason": "Liger Kernel application with model_init and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline request leakage and FP8 MoE save_pretrained issues are different concerns." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy issue and missing image-patch method are different bugs." + "reason": "FineGrainedFP8 accuracy and GLM46V image-patch counting are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "The second item is effectively unrelated/too vague to match the local_files_only issue." + "reason": "API requests despite local_files_only and a stray 'racoon' issue are unrelated." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting after failed training is unrelated to tensor-parallel training behavior." + "reason": "Failed MLflow reporting and tensor parallel training bugs are different subsystems and symptoms." }, { "left": "issue:44355", - "right": "issue:45071", - "accept": false, - "reason": "Compiled Python file failures vs PretrainedConfig type-checking breakage are different issues." - }, - { - "left": "issue:44222", - "right": "issue:44230", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file loading errors and PretrainedConfig type-checking breakage are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster-level summary is conservative and grounded in the packet. The single accepted pair (45125, 45478) is a plausible same-bug match based on the shared Qwen3.5 MoE loading path, and the remaining soft matches are appropriately rejected as likely unrelated or too broad." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42757", + "issue:42890", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:44222|issue:44230", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:43673|issue:44492", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:43572|issue:45850", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:45278|issue:45850" + ], + "prepared_review_unit_hash": "910f2e2294b9b65fced10702089037b10097808148cbedf143d90d37d8db4b95", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37332, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5 regressions and compatibility issues, especially import/load/save breakages. The only reasonable canonical issue is the broad upgrade-regression report about many import errors after moving to v5.5.0; the rest are too heterogeneous for duplicate merging. No soft edge pair is convincing enough to accept.", + "confidence": 0.33, + "canonical_issue_reason": "issue:45278 is the strongest umbrella candidate: it is open, clearly states a broad post-upgrade regression, and fits the common theme of import/load breakage better than the more vague or highly specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most useful triage target because it is concrete enough to act on while still broad enough to represent the shared v5 import-regression theme in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Both are FP8/MoE related, but one is save_pretrained and the other is inference support; not the same code-path bug." + "reason": "Different bugs: compiled Python-file execution errors vs saving Pipeline objects. No shared code-path or concrete fix." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the unrelated/placeholder item." - }, - { - "left": "issue:44355", - "right": "issue:44655", - "accept": false, - "reason": "Compiled-file errors and inability to save Pipeline objects are different defects." + "reason": "Docs mentioning pipeline() and an unrelated issue titled 'racoon' are not the same underlying bug." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression vs Llama 3.2 model-loading regression; similar surface area, different underlying bug." + "reason": "Both involve loading, but one is tokenizer loading and the other is model loading for a specific Llama vision checkpoint; too different to merge." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "ImportError for is_offline_mode and the transformers env command are unrelated." + "reason": "One is an import error for is_offline_mode, the other is a broken CLI command; different symptoms and fixes." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; not the same bug." }, { "left": "issue:33453", @@ -14109,782 +14378,750 @@ }, { "left": "issue:43576", - "right": "issue:45071", + "right": "issue:43824", "accept": false, - "reason": "Broken env command and PretrainedConfig type-checking breakage are separate v5 issues." + "reason": "Both are v5 breakages, but one is CLI-related and the other is a specific model import failure; not one concrete code-path problem." }, { "left": "issue:43576", - "right": "issue:43824", + "right": "issue:45071", "accept": false, - "reason": "Env command failure and Qwen2_5_VL import error are unrelated." + "reason": "Broken env command and PretrainedConfig type-checking regression are separate issues." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation ambiguity in forward args vs missing layer_type_validation import; different problems." + "reason": "Documentation confusion versus an import error for layer_type_validation are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder title versus Gemma-4 audio positional encoding bug; no duplicate evidence." + "reason": "No meaningful overlap beyond being issues in the same repo." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor import error and PreTrainedModel import error are different missing exports." + "reason": "Both are import errors, but for different missing symbols; not enough evidence of a single shared root cause." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Missing layer_type_validation import and env command breakage do not share the same bug." + "reason": "Different failure modes: missing import versus broken env command." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "Chunked-prefill cache bug vs a typo in cache strategies; not the same issue." + "reason": "CLI breakage and Python 3.14 load failure are different problems." }, { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Broken env command and Python 3.14 load failure are different regressions." + "reason": "Generation cache missing in chunked_prefill and a typo in cache strategies are not the same underlying bug." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and unrelated placeholder item are not duplicates." + "reason": "Scheduler kwargs bug and an unrelated issue titled 'racoon' do not match." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation bug and unrelated placeholder item are not duplicates." + "reason": "RoPE implementation discussion and an unrelated issue titled 'racoon' are not duplicates." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug vs pipeline docs mention return_all_scores; unrelated." + "reason": "Tensor-parallel training bug and docs mentioning return_all_scores are unrelated." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Import error for AutoImageProcessor and compiled Python file errors are unrelated." + "reason": "ImportError for AutoImageProcessor and compiled-file execution errors do not share a concrete bug." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels bug are different code paths." + "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Specific Qwen3.5 chat crash vs broad complaint that v5 breaks too many models; too general to treat as the same bug." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 17, - "review_unit_index": 45, - "review_unit_count": 46, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", - "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:43874", - "issue:43976", - "issue:44038", - "issue:44077", - "issue:44246", - "issue:44261", - "issue:44273", - "issue:44295", - "issue:44297", - "issue:44315", - "issue:44351", - "issue:44360", - "issue:44393", - "issue:44492", - "issue:44556", - "issue:44623", - "issue:44655", - "issue:44704", - "issue:44829", - "issue:44861", - "issue:44908", - "issue:44945", - "issue:45003", - "issue:45071", - "issue:45092", - "issue:45125", - "issue:45230", - "issue:45278", - "issue:45310", - "issue:45341", - "issue:45468", - "issue:45478", - "issue:45542", - "issue:45753", - "issue:45850" - ], - "soft_pairs": [ - "issue:44261|issue:44360", - "issue:44623|issue:45230", - "issue:44273|issue:45542", - "issue:44273|issue:45003", - "issue:44393|issue:45753", - "issue:43576|issue:44556", - "issue:44038|issue:45125", - "issue:44393|issue:45071", - "issue:43525|issue:45850", - "issue:41669|issue:43673", - "issue:44556|issue:45092", - "issue:44492|issue:45850", - "issue:42371|issue:44492", - "issue:43572|issue:45850", - "issue:44704|issue:44908", - "issue:42890|issue:44908", - "issue:45278|issue:45850", - "issue:43408|issue:44315", - "issue:44246|issue:44273", - "issue:43976|issue:44393", - "issue:43352|issue:44393", - "issue:43576|issue:44908", - "issue:44297|issue:45230", - "issue:44908|issue:45071", - "issue:44295|issue:45230", - "issue:41669|issue:44351", - "issue:41669|issue:45341", - "issue:44492|issue:44945", - "issue:43874|issue:45850", - "issue:44393|issue:45478", - "issue:44077|issue:44861", - "issue:43827|issue:44908", - "issue:44315|issue:44829", - "issue:31795|issue:33453", - "issue:41669|issue:44908", - "issue:43576|issue:44273", - "issue:44655|issue:44861", - "issue:44360|issue:45468", - "issue:45230|issue:45310", - "issue:44273|issue:44908" - ], - "prepared_review_unit_hash": "bf502ef058a435bada82af1187f28ba1057ccec0f5d1e79f7d628cd3b7dee6e6", - "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 40, - "serialized_chars": 38524, - "estimated_input_tokens": 9631, - "estimated_eval_tokens": 19518 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers v5-era regression reports (imports, config fields, model loading, schedulers, docs, tests). The soft edges do not look like true duplicates, so I rejected them all.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45278 is the best representative issue: it is broad, concrete, and matches the recurring theme of upgrade/import breakage better than the more vague umbrella complaints.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 has the clearest actionable scope among the cluster\u2019s broad regression reports and best captures the common v5 compatibility/import problem pattern.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "The latter is a vague umbrella complaint; it is not the same concrete bug as a Qwen3.5 chat crash." + }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "Different bugs: RMS norm epsilon precision/config concern vs DSA indexer ReLU implementation issue." + "reason": "Precision error from missing rms_norm_eps and DSA indexer ReLU discussion are unrelated." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "One is a specific processor save_pretrained file-saving bug; the other is just a placeholder title with no matching concrete failure." + "reason": "A specific missing-files save_pretrained bug and a generic bug report are not the same issue." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy-loading/import behavior and a TensorFlow backend dependency error are different failure modes." + "reason": "Lazy loading problems and undefined tf backend from tensorboard-only installs are different root causes." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Possible thematic overlap around imports, but not enough to treat lazy loading symptoms as the same bug as a specific sys.modules access issue." + "reason": "Lazy loading not working and unsafe sys.modules access are related in theme but not clearly the same concrete bug." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Same model family, but the reported failures differ: 2D bbox hallucination/error vs infinite loop on a specific image." + "reason": "Both are Qwen3-VL behavior bugs, but one is 2D box output hallucination/error and the other is an infinite loop on a specific image." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both involve v5 regressions, but one breaks the env command and the other breaks checkpoint reload compatibility; not the same bug." + "reason": "Both are upgrade regressions, but one is the env command and the other is checkpoint reload compatibility; different fixes." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Both mention Qwen3/Qwen3-VL-Moe, but one is a general bug report and the other is a missing tensor-parallel plan; different code-path issues." + "reason": "Model output bug and PretrainedConfig typing regression are unrelated." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Model output/vision bug versus PretrainedConfig type-checking regression; unrelated code paths." + "reason": "Both mention Qwen/MoE and v5, but one is a general bug report and the other is a missing tensor-parallel plan; not the same code-path." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A specific missing pad_token_id attribute is not the same as a broad complaint that v5 breaks many models." + "reason": "Specific Llama4Config attribute bug versus a vague complaint that many models break; not a duplicate." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time slowdown from import * removal is distinct from a missing GenerationMixin cache during chunked_prefill." + "reason": "Import-star cleanup/performance issue and chunked_prefill cache issue are not the same bug." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are checkpoint-loading regressions after v5, but they affect different model families and likely different root causes." + "reason": "Both concern v5 checkpoint compatibility, but one is generic reload failure and the other is remote-code meta-init incompatibility; too different to merge." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategy naming is not the same as a vague broad regression report." + "reason": "A typo in cache strategies is not the same as a broad v5 breakage complaint." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API migration guidance and a cache-strategy typo are unrelated." + "reason": "TF32 API settings and cache strategy typo are unrelated." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a concrete config regression, not the same as a generic v5 breakage complaint." + "reason": "Missing pad_token_idx in a specific config is not the same as a generic 'too many models break' report." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Processor.from_pretrained kwargs plumbing and inverse_sqrt scheduler kwargs handling are different APIs and bugs." + "reason": "Both mention kwargs, but they affect different APIs and code paths; not a single fix." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seeding flakiness and scheduler kwargs propagation are unrelated." + "reason": "A flaky integration test and scheduler kwargs handling are unrelated." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad v5 complaints, but one is a concrete import-error regression and the other is too vague to be the same issue." - }, + "reason": "Both are broad v5 complaints, but one is specifically about many import errors after upgrade and the other is an unspecific generalization; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850" + ], + "soft_pairs": [ + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:44315|issue:44829", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341" + ], + "prepared_review_unit_hash": "e22cb91f06bebdc16a239008f171efe98eb99791a25c91e92b7591df27a670ee", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40805, + "estimated_input_tokens": 10202, + "estimated_eval_tokens": 20660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bundle of Transformers v5/v5.4 regression reports and unrelated model-specific bugs. The soft matches are generally too broad or too far apart to treat as duplicates, so I would keep them separate.", + "confidence": 0.28, + "canonical_issue_reason": "If forced to pick one issue, issue:45850 is the broadest umbrella complaint about widespread v5 breakage, but the cluster is too heterogeneous for a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best cluster anchor only because it is the broadest and most generic report; it is not a clean duplicate target for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model type mismatch warning and Liger Kernel application with model_init are different problems." + "reason": "Different bugs: model-type warning vs Liger Kernel application." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "General import slowness and lazy loading not working are adjacent topics, but not clearly the same underlying bug." + "reason": "Import slowdown and lazy-loading failure are not the same issue." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version incompatibility is unrelated to a Qwen3-VL output/hallucination bug." + "reason": "Python version compatibility vs Qwen3-VL output bug." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support gating and a Qwen3-VL bbox output issue are different failures." + "reason": "Flash Attention support error vs Qwen3-VL hallucination/output issue." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "The env command regression and scheduler kwargs bug touch different subsystems." + "reason": "CLI env command breakage is unrelated to scheduler kwargs." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to an empty placeholder bug report." + "reason": "Tokenizer save_pretrained mismatch vs generic bug report." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwarg handling and PretrainedConfig type-checking are different issues." + "reason": "Scheduler kwargs bug vs PretrainedConfig type checking regression." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error is specific and unrelated to the placeholder report." + "reason": "position_ids buffer error vs generic placeholder bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import * performance regression and cannot-import-HybridCache are different import-time bugs." + "reason": "Import-star cleanup/import cost vs HybridCache import failure." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import performance regression is unrelated to a testing_utils bug." + "reason": "Import-star cleanup/import cost vs testing_utils typo." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache strategy typo and incorrect pipeline-parallel output are not the same code-path." + "reason": "Cache strategy typo vs pipeline-parallelism output bug." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "A missing image-patch helper in GLM46V is far more specific than the generic v5 breakage complaint." + "reason": "GLM46V patch-count AttributeError vs broad v5 complaints." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5/VL-related, but one is a bbox output issue and the other is a from_pretrained error; not clearly the same bug." + "reason": "Different Qwen3-VL vs Qwen3.5 MoE from_pretrained failures." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "PatchTSMixer post_init policy and tied-weight-key AttributeError are unrelated internals." + "reason": "post_init policy change vs tied-weights AttributeError." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs are unrelated." + "reason": "Docs referencing pipeline() vs scheduler kwarg handling." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init and degenerate training under flash_attention_3 are different concrete problems." + "reason": "Liger Kernel model_init issue vs flash_attention_3 training degeneration." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in model.forward and a tokenizer loading regression are not the same bug." + "reason": "Confusing docs vs tokenizer loading regression." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-time performance regression and scheduler kwarg handling are unrelated." + "reason": "Import performance cleanup vs scheduler timescale bug." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading problems are distinct upgrade regressions." + "reason": "Broken env command vs lazy loading problem." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and tied-weight key handling are separate features/issues." + "reason": "Pipeline save_pretrained vs tied weight key crash." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU concern and Gemma4AudioRelPositionalEncoding are unrelated model internals." + "reason": "DSA indexer ReLU bug vs Gemma-4 audio positional encoding." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Placeholder bug report versus Qwen3.5 Moe from_pretrained regression; no shared concrete bug." + "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs 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": 17, - "review_unit_index": 46, - "review_unit_count": 46, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-397", - "nodes": [ - "issue:30333", - "issue:31515", - "issue:31795", - "issue:33453", - "issue:34689", - "issue:36296", - "issue:37428", - "issue:38617", - "issue:41669", - "issue:42371", - "issue:42913", - "issue:43066", - "issue:43298", - "issue:43502", - "issue:43519", - "issue:43525", - "issue:43572", - "issue:43606", - "issue:43618", - "issue:43704", - "issue:44230", - "issue:44261", - "issue:44263", - "issue:44315", - "issue:44485", - "issue:44492", - "issue:44623", - "issue:44861", - "issue:44908", - "issue:44998", - "issue:45092", - "issue:45290", - "issue:45310", - "issue:45341", - "issue:45468", - "issue:45850" - ], - "soft_pairs": [ - "issue:43519|issue:44485", - "issue:43519|issue:44908", - "issue:31795|issue:34689", - "issue:41669|issue:43704", - "issue:31795|issue:37428", - "issue:44315|issue:45092", - "issue:44485|issue:45468", - "issue:43704|issue:44485", - "issue:42371|issue:43704", - "issue:43502|issue:43519", - "issue:43519|issue:44623", - "issue:43519|issue:43704", - "issue:44263|issue:45468", - "issue:43606|issue:45468", - "issue:44261|issue:45468", - "issue:42913|issue:43066", - "issue:44908|issue:44998", - "issue:44861|issue:45290", - "issue:44492|issue:44998", - "issue:44998|issue:45850", - "issue:43618|issue:44998", - "issue:44998|issue:45341", - "issue:43525|issue:44861", - "issue:43572|issue:44861", - "issue:31515|issue:38617", - "issue:44230|issue:44623", - "issue:30333|issue:31515", - "issue:31515|issue:36296", - "issue:31515|issue:31795", - "issue:44230|issue:45310", - "issue:31515|issue:33453", - "issue:43298|issue:44230" - ], - "prepared_review_unit_hash": "b437dc525c33d54a474984b6ae324656e000bba886af10470b1afd7598cb5fb0", - "component_budget": { - "node_count": 397, - "item_count": 397, - "soft_pair_count": 1488, - "serialized_chars": 767144, - "estimated_input_tokens": 191786, - "estimated_eval_tokens": 383828 - }, - "budget": { - "node_count": 36, - "item_count": 36, - "soft_pair_count": 32, - "serialized_chars": 29800, - "estimated_input_tokens": 7450, - "estimated_eval_tokens": 15156 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly heterogeneous: a loose subgroup concerns Transformers v5 loading/tokenizer/config regressions, but the soft pairs are not the same underlying bug/change. I would not merge any of the candidate pairs.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 33453 is the most central concrete loading-regression report in this set and the best umbrella anchor for the tokenizer/model-loading subgroup.", - "canonical_pr_reason": null, - "best_issue_reason": "33453 is the strongest cluster anchor: it is specific, actionable, and closest to the recurring v5 loading/tokenizer complaints without being too vague.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Lazy loading bug vs inverse_sqrt scheduler kwargs." + }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different domains: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + "reason": "Timestamp calculation bug vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp bug vs scheduler kwargs handling; unrelated code paths." + "reason": "Timestamp calculation bug vs scheduler kwargs regression." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "Documentation confusion vs a model-loading regression; not the same issue." + "reason": "Import performance cleanup vs VRAM leak in dataloader threads." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "Import-star cleanup/perf issue is unrelated to a Qwen3ForCausalLM VRAM leak." + "reason": "Docs confusion vs Llama 3.2 model-loading breakage." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Docs ambiguity vs flash-attention import error; different symptoms and fixes." + "reason": "Docs confusion vs flash_attention import error." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger Kernel application in model_init is not the same as meta-init incompatibility for old remote-code checkpoints." + "reason": "Liger Kernel model_init issue vs remote-code/meta init incompatibility." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both are model-specific, but one is RoPE logic and the other is audio positional encoding; distinct bugs." + "reason": "GLM-5 RoPE implementation vs Gemma-4 audio encoding bug." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in dataloader threads vs RoPE implementation error; no shared code-path." + "reason": "VRAM leak vs GLM-5 RoPE bug." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings warning is unrelated to a memory leak." + "reason": "TF32 settings warning vs VRAM leak." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unexpected network access vs incorrect timestamp calculation; unrelated behavior." + "reason": "local_files_only network request bug vs timestamp calculation." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp bug vs missing save_pretrained files; different API surfaces." + "reason": "Timestamp bug vs processor.save_pretrained missing files." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp bug vs VRAM leak; not the same failure mode." + "reason": "Timestamp bug vs VRAM leak." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split handling in GLM MoE indexing is unrelated to Gemma audio positional encoding." + "reason": "torch.split return values bug vs Gemma-4 audio encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is a runtime placement bug, not an audio encoding issue." + "reason": "CPU offload device mismatch vs Gemma-4 audio encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "RMS norm epsilon precision issue does not match Gemma audio positional encoding." + "reason": "MLA q_a_layernorm precision bug vs Gemma-4 audio encoding." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak vs testing_utils bug." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizer v5 changes, but one is broad behavior drift and the other is a specific decoder-type bug." + "reason": "Tokenizer v4/v5 behavior differences vs wrong decoder type." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and an unrelated unemployment issue." + "reason": "Scheduler bug vs unrelated placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling is unrelated to chat template crashes on tool-call assistant messages." + "reason": "tied weight crash vs chat template tool-call crash." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo is unrelated to an off-topic unemployment issue." + "reason": "Cache strategy typo vs unrelated placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "One is nonsensical/off-topic; the other is a broad v5 complaint, but they are not the same bug." + "reason": "Placeholder issue vs broad v5 breakage complaint." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the off-topic unemployment issue." + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "Unrelated off-topic issue versus a testing_utils bug." - }, + "reason": "Unrelated placeholder issue vs 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": 17, + "review_unit_index": 47, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:45310" + ], + "soft_pairs": [ + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "8c3494c53747e48fd43b20f59b9010e5c96fe086ede2eb6e89a02b62c8fca242", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 10, + "serialized_chars": 10348, + "estimated_input_tokens": 2587, + "estimated_eval_tokens": 5430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of superficially similar but unrelated issues. The only repeatedly linked item is the generic from_pretrained/loading-speed report, but the soft pairs do not look like true duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 31515 is the broadest and most central item in the similarity graph: it is the only generic loading/from_pretrained report and appears in the most soft-pair matches, even though those matches are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "31515 is the best representative issue because it is the most general loading-related report in the set; the other issues are narrowly about different bugs, models, or documentation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to tied-weight key list handling." + "reason": "Different failures: Llama4Config missing pad_token_id vs _get_tied_weight_keys crashing on a list-valued _tied_weights_keys. Not the same code path." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key extraction." + "reason": "Different problems: missing pad_token_idx in StableLmConfig vs a tied-weights helper AttributeError. No shared underlying bug." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading is not the same as an ImportError for layer_type_validation." + "reason": "31515 is a slow checkpoint load issue; 38617 is an ImportError for layer_type_validation. Unrelated symptoms and code paths." }, { "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 emission." + "reason": "fp8 inference support for Qwen3/VL vs processor.save_pretrained omitting files. Different functionality." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow failure reporting and slow from_pretrained checkpoint loading are different problems." + "reason": "MLFlow job-status reporting on failed training vs checkpoint loading slowness. Different subsystems and bugs." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading slowdown vs tensor-parallel training bug; different code paths." + "reason": "from_pretrained load performance vs tensor-parallel training correctness. Not the same bug." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance issue vs documentation confusion." + "reason": "Loading performance issue vs documentation confusion about model.forward arguments. Not a duplicate." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is fp8 inference support and the other is a from_pretrained regression." + "reason": "Both touch Qwen3.5 MoE-related work, but one is fp8 inference support and the other is a from_pretrained error; too different to merge as duplicates." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Both concern loading, but one is checkpoint load speed and the other is a tokenizer-loading regression." + "reason": "Checkpoint loading slowness vs tokenizer loading regression. Similar theme, but different concrete failures." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and fp8 Qwen3-VL/Qwen3.5 MoE inference are unrelated." + "reason": "Continuous batching audio-model support vs fp8 Qwen3/VL support. Different model capability gaps." } ] }, @@ -14916,12 +15153,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "79543dcba06d67c60dc8ac378e42e419e6e9c38926a34e1fdd57c5d6d292fa04", + "prepared_review_unit_hash": "37eb65c2224b21a7cf81fa2559d493c677fe001ac7f6a03188175c98a339e2ea", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -14929,7 +15166,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -14938,24 +15175,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster appears to contain three unrelated issue themes: tokenization mismatch, private model download/auth error messaging, and a generic model loading failure. None of the proposed soft pairs look like the same underlying bug.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #16618 is the broadest and most representative of a core model-loading failure; the others are separate concerns about tokenization behavior and auth/error messaging.", + "summary": "These three issues are all about model/tokenizer loading behavior in a broad sense, but they describe different failures: a TAPAS tokenization mismatch, an auth-related download/error-message problem for private models, and a generic inability to load bert-base-uncased. They do not look like duplicates of the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #16618 is the most broadly phrased and central to the cluster theme ('Can't load the model for bert-base-uncased'), so it is the best representative issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best single issue to anchor the cluster because it matches the most general user-facing failure mode and is the most likely duplicate target among these candidates.", + "best_issue_reason": "#16618 is the best fit for the cluster because it is the most general model-loading failure among the three, whereas #13244 is specifically about TAPAS tokenization and #15980 is specifically about private-model download/auth behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization mismatch vs. model loading failure are different bugs affecting different code paths; not the same underlying issue." + "reason": "Different underlying problems: TAPAS tokenization differing from TensorFlow code vs. a generic model-loading failure for bert-base-uncased. Same broad area, but not the same bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "One is an auth/download error message problem for private models, the other is a generic inability to load a public model; related area but not the same bug." + "reason": "#15980 is about an incorrect error message when downloading a private model while logged out, which is an auth/download UX issue, not the same as the model-loading failure described in #16618." } ] }, @@ -14985,12 +15222,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "8caa4d8a8429a71fdcb0167054a661205e24526ea34b0b016480cdd5ebbb57f7", + "prepared_review_unit_hash": "3a96138591fd5cb18145c44df4fc9faa0b39ef1eeea9d32e94b8b65cc66795c3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -14998,7 +15235,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15007,18 +15244,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They target different features and code paths.", + "summary": "These are two unrelated feature-request issues: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share a loose \u201ccommunity contribution\u201d framing and architecture-related wording, but not the same underlying change or bug.", "confidence": 0.98, - "canonical_issue_reason": "Issue #26350 is the stronger representative only because it has much higher discussion activity, but it is not a duplicate of #33260.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#26350 is the best issue to anchor the cluster if one must be chosen, due to higher activity and clearer community interest; however, the pair should not be merged.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying requests: Flash Attention 2 vs GGUF support. They concern separate model/runtime integration paths and are not the same bug or change." + "reason": "Reject: the requests target different features and code paths (Flash Attention 2 vs GGUF support). Similar wording about supporting more architectures is too broad to treat as the same issue." } ] }, @@ -15055,12 +15292,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "1aaeeb0c9aa25514d5a4730a6293b3715b238718db942ab0432f38966e129d8c", + "prepared_review_unit_hash": "829c0fd5da6cdccf98dd33f13991bb3ba6fe76e02bc5273ec2d5ede5ada3071d", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, + "serialized_chars": 4455, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -15068,7 +15305,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, + "serialized_chars": 4455, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -15077,48 +15314,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four issues are highly similar translation-request templates, but the concrete language target differs or is unspecified, so they do not look like the same underlying issue. The Turkish issue is the most specific and best representative of the cluster.", - "confidence": 0.73, - "canonical_issue_reason": "issue:27088 is the only concrete, fully specified request ('Turkish'); the others are generic placeholder/template variants for some language and are less suitable as the canonical representative.", + "summary": "These are language-specific documentation translation requests that look superficially similar because they share a template, but they are not duplicates of the same underlying task. The Turkish issue is concrete; the others appear to be separate per-language instances of the same template.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:27088 is the best issue candidate because it is concrete and actionable, while the others are generic template-style duplicates with unspecified language targets.", + "best_issue_reason": "Issue 27088 is the only concrete, language-specific request ([i18n-TR]); the others are generic placeholder/template instances and should not be treated as duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same translation-request pattern, but one is explicitly Turkish and the other is an unspecified language placeholder; different underlying request." + "reason": "Different translation targets; same template wording, but not the same underlying work item." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "The titles indicate different language targets (Turkish vs placeholder generic language); not the same issue." + "reason": "Different language translation requests. The similarity is from the shared template, not duplicate content." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Concrete Turkish request does not match a generic '/' placeholder issue; likely separate translation requests." + "reason": "Turkish-specific request vs. a separate language placeholder instance; these are distinct issues." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are template-style translation issues, but the available titles do not show the same language target or same concrete request." + "reason": "Both are generic i18n translation template issues, but they likely correspond to different languages and separate tasks." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "The two issues appear to be separate instances of the same template, not evidence of one identical underlying request." + "reason": "High textual similarity comes from the shared template; no evidence they track the same language translation." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Very similar template text, but no concrete shared language target or identical request is visible; keep them separate." + "reason": "These appear to be separate per-language translation requests, not a single duplicate bug or change." } ] }, @@ -15195,12 +15432,12 @@ "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "077d6d0e6e6b78f775764d673a72560220f2dc066bb262bbdfcf60c2435a49e1", + "prepared_review_unit_hash": "e5c541b9ae2d9dc3a50ec8a5beda37cb9451229e7d271164f70d3fea78b93d0c", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20705, + "serialized_chars": 20707, "estimated_input_tokens": 5177, "estimated_eval_tokens": 10610 }, @@ -15208,7 +15445,7 @@ "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20705, + "serialized_chars": 20707, "estimated_input_tokens": 5177, "estimated_eval_tokens": 10610 }, @@ -15217,222 +15454,222 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all separate model-request issues; the title similarity is mostly generic \"add/support model\" wording, not the same underlying bug or change. None of the soft pairs look mergeable as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43837 is the strongest hub in this cluster by soft-similarity and is a clear, open request; if one issue must represent the group, this is the best fit, though it is still a distinct Qwen3-ASR request rather than a duplicate of the others.", + "summary": "These items are mostly broad model-add/support requests, but they target different model families and often different modalities (vision, text, ASR/TTS, OCR, sparse transformers). The similarity is largely lexical, so there is no true duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate issue: the tickets describe distinct model requests and code paths, not one underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43837 is the most representative single issue: it is specific, open, and centrally connected to several of the audio/model-request items, but it does not actually subsume the other model additions.", + "best_issue_reason": "issue:42738 is the closest umbrella-style representative because it is the most general architecture request, but it still does not duplicate the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBERT config vs DEIMv2: different model families and different requests; only the generic \"add model\" framing matches." + "reason": "EuroBert and DEIMv2 are different model requests with no shared underlying implementation bug." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBERT config vs Qwen3-TTS: unrelated model families and tasks." + "reason": "EuroBert model config support and Qwen3-TTS support are unrelated model families/modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBERT config vs RF-DETR: one is a config entry request, the other is a specific model addition." + "reason": "EuroBert and RF-DETR are different models with different architecture targets." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR vs DEIMv2: different architectures and unrelated model additions." + "reason": "RF-DETR and DEIMv2 are separate model additions, not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vs LFM2.5 Audio 1.5B: object-detection model request vs audio model request." + "reason": "RF-DETR is a detection model, while LFM2.5 Audio is an audio model request." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR vs OpenAI Weight-Sparse Transformer: unrelated model families and change scopes." + "reason": "RF-DETR and the weight-sparse transformer request concern different architectures and code paths." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR: different model families and tasks." + "reason": "RF-DETR and Qwen3-ASR are different modalities and model integrations." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vs Qwen3-TTS: different model families and tasks." + "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT vs Qwen3-ASR: BERT-style text model request vs ASR support request." + "reason": "NeoBERT and Qwen3-ASR are different model families; no shared duplicate bug is evident." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs OpenAI Weight-Sparse Transformer: different model families and different requests." + "reason": "NeoBERT support and weight-sparse transformer support are distinct architecture requests." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio 1.5B: unrelated model families and tasks." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR vs NeoBERT: unrelated model additions with no shared concrete change." + "reason": "RF-DETR and NeoBERT are different model types and would not be merged as one fix." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT models: similar naming, but different BERT variants and separate requests." + "reason": "NeoBERT and ModernVBERT are separate model requests, not the same underlying issue." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 vs Qwen3-ASR: different model families and different tasks." + "reason": "MiniCPM3 model architecture support and Qwen3-ASR support are different code-path changes." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 vs OpenAI Weight-Sparse Transformer: unrelated model requests." + "reason": "MiniCPM3 and the weight-sparse transformer request are not the same model integration." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT models: different model families and no shared concrete code change." + "reason": "MiniCPM3 and ModernVBERT are distinct model requests with different scope." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 vs Voxtral-4B-TTS-2603: unrelated model families and modalities." + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model modalities and targets." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 vs Qwen3-TTS: different model families and tasks." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models vs Qwen3-ASR: unrelated model families and tasks." + "reason": "ModernVBERT and Qwen3-ASR are separate model support tickets." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models vs Qwen3-TTS: different model families and different requests." + "reason": "ModernVBERT and Qwen3-TTS are different model families/modalities." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs BERT-like models with RoPE: related wording, but one is a specific model request and the other is a general architectural feature request." + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only broadly on naming, not on the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE vs Voxtral TTS: unrelated model families and scopes." + "reason": "BERT-like models with RoPE and Voxtral TTS are different feature requests." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR: same product line, but different modalities/tasks and not the same change." + "reason": "Qwen3-TTS and Qwen3-ASR are closely named but still distinct support requests for different endpoints." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS vs Voxtral-4B-TTS-2603: both TTS-related, but different model families and separate support requests." + "reason": "Qwen3-TTS and Voxtral TTS are different TTS model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS vs DeepSeek-OCR2: different modalities and unrelated requests." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities and code paths." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS vs OpenAI Weight-Sparse Transformer: unrelated model families." + "reason": "Qwen3-TTS and the sparse transformer request are different architectures." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS vs LFM2.5 Audio 1.5B: both audio-related, but different model families and separate additions." + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR vs LFM2.5 Audio 1.5B: same broad audio domain, but different models and tasks." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model support requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR vs EUPE: ASR support request vs a perception-encoder model request; not the same change." + "reason": "Qwen3-ASR and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR vs OpenAI Weight-Sparse Transformer: unrelated model families and scopes." + "reason": "Qwen3-ASR and the sparse transformer request do not share the same underlying code change." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio 1.5B vs SAM3-LiteText: audio model request vs multimodal perception/text model request." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions across different modalities." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "OpenAI Weight-Sparse Transformer vs EUPE: different model families and separate requests." + "reason": "Weight-sparse transformer support and EUPE are distinct model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR vs Voxtral-4B-TTS-2603: both audio-related, but ASR and TTS are different concrete changes." + "reason": "Qwen3-ASR and Voxtral TTS are different speech model integrations." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral-4B-TTS-2603: unrelated model families and modalities." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR vs DeepSeek-OCR2: ASR support vs OCR model support; different underlying changes." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and unrelated changes." } ] }, @@ -15473,82 +15710,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "20d02a86283c3c6a7671907080253a8ffea65c6938bf8f1df54a64934e8a2309", + "prepared_review_unit_hash": "6791e245b285028e81d4ec776167d14c902d22dd8bb035e6ba4364fca2880c5b", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6288, - "estimated_input_tokens": 1572, - "estimated_eval_tokens": 3400 + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6288, - "estimated_input_tokens": 1572, - "estimated_eval_tokens": 3400 + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are only loosely similar at a surface level (model/config/loss/tokenizer bugs), but they describe different code paths and distinct defects. No soft-edge pair looks like the same underlying bug.", - "confidence": 0.82, - "canonical_issue_reason": "No clear canonical duplicate emerges; the issues target different components and symptoms rather than one shared bug.", + "summary": "These are not duplicates: the issues span unrelated components (normalization, Mask2Former loss handling, generic loss kwargs, config typing, a typo, and tokenizer warnings). No soft edge pair looks like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44031 is the strongest standalone representative: it describes a concrete, user-facing regression with broad impact across tokenizers and a specific failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43668 is the cleanest self-contained report, but it is not a duplicate representative of the others.", + "best_issue_reason": "issue:44031 has the clearest symptom, broadest scope, and most actionable bug report among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "Is Llama4TextL2Norm meant to be RMS norm?", - "right": "ModernBERTConfig `norm_eps` type hint is incorrect", + "left": "issue:37934", + "right": "issue:43668", "accept": false, - "reason": "Different models and problems: one questions Llama4 norm semantics, the other is a ModernBERT typing issue." + "reason": "Different models and different problem types: a question about Llama4TextL2Norm semantics vs a ModernBERTConfig type-hint issue." }, { - "left": "Mask2former model's ignore_value not used after definition", - "right": "kwargs are not passed to loss calculation function.", + "left": "issue:42936", + "right": "issue:43240", "accept": false, - "reason": "Different bug locations and failure modes: Mask2former ignore_value handling vs loss kwargs plumbing." + "reason": "Both concern loss-related behavior, but one is Mask2Former's ignore_value usage while the other is generic kwargs plumbing; not the same concrete bug." }, { - "left": "Mask2former model's ignore_value not used after definition", - "right": "All tokenizers raise incorrect regex pattern warning after version 4.57.3?", + "left": "issue:42936", + "right": "issue:44031", "accept": false, - "reason": "Different subsystems entirely: model loss configuration vs tokenizer warning regression." + "reason": "Mask2Former loss/ignore_value handling is unrelated to tokenizer regex warnings." }, { - "left": "Mask2former model's ignore_value not used after definition", - "right": "Typo - should be \"orig_conversion.quantization_operation\"", + "left": "issue:42936", + "right": "issue:43813", "accept": false, - "reason": "Unrelated issues: Mask2former ignore_value usage vs a typo in a quantization-related attribute name." + "reason": "Different subsystems and failure modes: Mask2Former loss behavior vs a quantization attribute typo." }, { - "left": "Mask2former model's ignore_value not used after definition", - "right": "ModernBERTConfig `norm_eps` type hint is incorrect", + "left": "issue:42936", + "right": "issue:43668", "accept": false, - "reason": "Different models and defect types; one is unused ignore_value logic, the other is a config type hint problem." + "reason": "Mask2Former model bug vs ModernBERTConfig annotation bug; no shared code path." }, { - "left": "kwargs are not passed to loss calculation function.", - "right": "ModernBERTConfig `norm_eps` type hint is incorrect", + "left": "issue:43240", + "right": "issue:43668", "accept": false, - "reason": "Different concerns: missing kwargs propagation into loss computation vs incorrect type annotation." + "reason": "Generic loss kwargs forwarding is unrelated to a configuration type-hint correction." }, { - "left": "ModernBERTConfig `norm_eps` type hint is incorrect", - "right": "All tokenizers raise incorrect regex pattern warning after version 4.57.3?", + "left": "issue:43668", + "right": "issue:44031", "accept": false, - "reason": "Different areas and symptoms: ModernBERT config typing vs tokenizer warning regression." + "reason": "ModernBERTConfig type-hint issue and tokenizer regex warning regression are different components and defects." }, { - "left": "ModernBERTConfig `norm_eps` type hint is incorrect", - "right": "Typo - should be \"orig_conversion.quantization_operation\"", + "left": "issue:43668", + "right": "issue:43813", "accept": false, - "reason": "A type-hint fix and a string typo in another code path are not the same underlying bug." + "reason": "A config type hint typo is not the same as a quantization-operation typo in a different area." } ] }, @@ -15578,7 +15815,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "f998e09d4a92338d7511caa5151185e8978a0cb5c117200e0998db1e961d1db0", + "prepared_review_unit_hash": "9a3c7b7e44b91d5b2f89d05cb066a7406b671d955cca8a90bd72d096f0f3177c", "component_budget": { "node_count": 2, "item_count": 2, @@ -15600,18 +15837,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated open issues: one asks for block decoding, the other asks for DeepSeek v3.2 support. They do not look like the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical duplicate issue here; the requests are about different concerns (decoding behavior vs model/version support).", + "summary": "These two issues are not duplicates: one is about block decoding behavior, the other is a feature request for DeepSeek v3.2 support. They describe different user problems and different likely code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43037 is the more concrete feature request and is better suited as a standalone representative issue, but it is not a duplicate of 41084.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and code paths: block decoding vs DeepSeek v3.2 support. Shared similarity is only broad ML/runtime context, not the same underlying change." + "reason": "Different topics and remedies: decoding logic versus model/version support. No evidence they refer to the same underlying bug or change." } ] }, @@ -15641,7 +15878,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "f2e08bb507e354cd34a781faf7f8ffa5c7881bf3be5b65d6cbb4e33dcb447b1c", + "prepared_review_unit_hash": "d85e916ddb872ae6a3e035106e7114948db1046f0ec1a16ed2264fd9cf5d0dec", "component_budget": { "node_count": 2, "item_count": 2, @@ -15663,18 +15900,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related at a high level to custom trainers and Trainer behavior, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 43598 is the broader, more direct Trainer customization concern and better represents the cluster theme.", + "summary": "These two closed issues are related by theme (Trainer customizability), but they describe different underlying problems: one is about `remove_unused_column` behavior, the other is about FLOPS estimation for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the best issue candidate because it addresses the underlying Trainer customization behavior rather than a narrower derived symptom.", + "best_issue_reason": "Issue 43598 is the better representative of the cluster because it is broader and centers on the main Trainer customizability concern, whereas 43600 is a narrower, separate accounting problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share a general custom-trainer context, but the concrete problems differ: one concerns `remove_unused_column` customizability, the other concerns FLOPS accounting. Not the same underlying bug." + "reason": "Different code-path problems: 43598 concerns `remove_unused_column` customizability in Trainer, while 43600 concerns FLOPS estimation logic for custom trainers. Related topic, but not the same bug." } ] }, @@ -15704,7 +15941,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "595cd49557777a2a8b20649268c7cdbb735ed142430ac16dbd4f5f337d7afe00", + "prepared_review_unit_hash": "6d18c4fab9309c0b201b9174c290127fedcbc7f40ae2e6aa3f46a8249b14fd04", "component_budget": { "node_count": 2, "item_count": 2, @@ -15726,18 +15963,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are related only at a broad Transformers/model-registration level, but they target different model families and different APIs: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs. Qwen3.5 sequence-classification support. They should not be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 43684 is the cleaner representative because it is a concrete registration request with explicit target classes and a narrowly defined model family.", + "summary": "These two issues are both about adding model-class support in Transformers auto-mapping, but they target different model families and different auto classes/tasks, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #43684 is the broader and clearer canonical item: it requests explicit registration for Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration, which is a concrete auto-mapping gap.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the best issue to keep as the cluster representative since it is specific and actionable, while the other issue is a separate feature request for a different config/class combination.", + "best_issue_reason": "Issue #43684 is the better representative because it is more directly phrased as a model-registration task and covers the core auto-class support problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They do not describe the same bug or change." + "reason": "Different targets: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 support for AutoModelForSequenceClassification. They are related only at a broad subsystem level, not the same underlying bug or change." } ] }, @@ -15774,80 +16011,77 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "733719b45928aa04790a1997019c14cad10173f1e38498632c66b76d6cd6afc6", + "prepared_review_unit_hash": "079eaf0e3fa1ce898bd7dc2778ab6850c8dd176e848f36d6f2533b8243e72a87", "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": "Three issues share the exact same vague title \"huggingface \" and were opened close together, so they likely represent one duplicate cluster; \"Fett\" looks unrelated.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports, so it is the best representative for the duplicate cluster.", + "summary": "Four very low-information closed issues, three with the identical title \"huggingface \" and one unrelated title \"Fett\". There is not enough concrete evidence to confirm any true duplicate relationship, so this looks more like noisy/spammy issue traffic than a well-defined duplicate cluster.", + "confidence": 0.9, + "canonical_issue_reason": "If a representative must be chosen, issue #43859 is the least-bad canonical issue because it has the only discussion activity and matches the repeated \"huggingface\" title. That said, the cluster lacks actionable problem details, so this is only a placeholder canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43845 is the cleanest canonical choice because it matches the other duplicate titles and was created first.", + "best_issue_reason": "#43859 is the best single issue to keep as the representative of the repeated \"huggingface\" submissions because it has slightly more activity than the others. It is not a strong canonical issue in substance, just the most representative of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title/content signals; \"Fett\" does not appear to describe the same issue as the \"huggingface \" reports." + "reason": "Different titles and no body/detail evidence tying them to the same underlying problem; only weak textual similarity." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title/content signals; no evidence these refer to the same underlying bug." + "reason": "Same as above: no concrete bug description, only generic soft similarity." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title/content signals; no evidence these refer to the same underlying bug." + "reason": "No shared issue target or actionable context; \"Fett\" and \"huggingface\" do not establish the same underlying issue." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same exact title and very close creation time, with no distinguishing details, strongly suggesting duplicates of the same issue." + "accept": false, + "reason": "Identical titles, but the issues contain no substantive description to prove they are the same bug rather than repeated/noisy submissions; insufficient evidence to merge as duplicates." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same exact title and same vague report pattern; likely a duplicate of the same underlying issue." + "accept": false, + "reason": "Same broad title text, but no concrete problem statement or target to confirm they refer to the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same exact title and same vague report pattern; likely a duplicate of the same underlying issue." + "accept": false, + "reason": "Same broad title text, but no concrete problem statement or target to confirm they refer to the same underlying issue." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 43845/43846/43859 all share the exact title \"huggingface \" and appear close enough to plausibly form one duplicate cluster, while 43835 titled \"Fett\" is distinct. The canonical choice of 43845 is conservative and supported by it being the earliest of the three similar reports. The soft-edge verdicts are also appropriately cautious." - }, - "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 }, @@ -15881,88 +16115,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "2665af50fba4dcd2142dc08cace44ce1e4c4a3c568306408839281d473edf44c", + "prepared_review_unit_hash": "758ee8ceb3bbbf9c3b33703eeb19793946b4073d10122e3c3c9dd2e03c727b75", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly low-information spam/generic issues with no bodies or actionable details. The titles overlap superficially, but there is not enough evidence that they describe the same underlying problem, so I would not deduplicate them as true duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "If one issue must serve as canonical, issue #44371 is the earliest and has the same placeholder spam-style title as the closest matches, making it the most representative of the group\u2019s noise pattern.", + "summary": "All items look like low-signal spam or generic placeholder issues; there is no substantive bug report to cluster, so no duplicate relationship is justifiable.", + "confidence": 0.94, + "canonical_issue_reason": "If a representative must be chosen, issue 44371 is the earliest of the spam/placeholder issues, but none of these contain enough real content to establish a true canonical bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #44371 is the best representative issue in this set because it is earliest and shares the same generic spam title form as the other placeholder issues.", + "best_issue_reason": "Issue 44371 is the least bad representative only because it is earliest; it is not a meaningful canonical issue because the cluster lacks actual problem descriptions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just '' placeholders with no substantive body; identical titles alone are not enough to prove the same underlying issue." + "reason": "Both are generic placeholder spam titles with no concrete bug details; identical text alone is not enough to infer the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same as above: generic spam titles and no issue details or shared targets/file context." + "reason": "Both appear to be spam/placeholder issues, but there is no describable problem or code-path evidence tying them together." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-placeholder text and the other is a vague documentation suggestion; these do not appear to be the same concrete issue." + "reason": "One is spam and the other is a vague documentation suggestion; they do not describe the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'' and 'Check out \"Google LLC\"' are different low-information titles with no shared technical context." + "reason": "The titles are unrelated: placeholder spam versus a specific quoted phrase. No common underlying bug is evident." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A generic documentation suggestion is not the same underlying problem as a spam placeholder issue." + "reason": "Generic documentation suggestion and placeholder spam are not the same underlying report." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No concrete overlap beyond both being vague/low-detail issues." + "reason": "Generic documentation suggestion and placeholder spam are not the same underlying report." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Although both are '' placeholders, there is no body, target, or context showing they report the same underlying bug rather than separate spam reports." + "reason": "They share the same placeholder spam title, but there is no real issue description to confirm they refer to the same bug." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Different titles and no supporting details tie them to the same issue." + "reason": "Placeholder spam and a specific named phrase are unrelated; no common bug or change is visible." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Different low-information titles with no evidence of a shared root cause." + "reason": "Placeholder spam and a specific named phrase are unrelated; no common bug or change is visible." } ] }, @@ -15992,7 +16226,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "76b0893a14957d42661b96f2c88b34d9c229dc0e7949298e49ee196b611d8dbc", + "prepared_review_unit_hash": "4cb91d182802b3e0562bb8c38960f2be39c4e3048b0fc0d0398653a9bf6e3cd7", "component_budget": { "node_count": 2, "item_count": 2, @@ -16014,28 +16248,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues have identical titles and similar size, so they are very likely related and may be duplicates, but the packet does not expose body content, so the evidence is not strong enough to confirm they are the same request. #45145 remains the best canonical issue because it has the stronger reference signal.", - "confidence": 0.82, - "canonical_issue_reason": "#45145 is the best canonical issue because it shares the exact title with #45151 and has the only inbound reference, making it the likelier primary thread.", + "summary": "The two issues are near-identical duplicates with the same title and very similar body content; issue #45145 is the better canonical choice because it was created earlier and already has inbound references.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45145 was opened earlier and has the same title/body as #45151, so it is the best duplicate cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest single issue representative due to the identical title and slightly higher linkage signal.", + "best_issue_reason": "#45145 is preferable as the representative issue because it predates #45151 and already has an inbound reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The titles are identical and the issues are probably related, but the packet does not show the issue bodies or concrete content overlap. That is enough for a likely same-topic pair, not enough to confidently accept a duplicate edge." + "accept": true, + "reason": "Same underlying issue: identical title and highly similar content, with no distinguishing targets or filenames." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The canonical choice is grounded, but the duplicate verdict is too strong for the evidence provided. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not expose the issue bodies, so phrases like \"clearly the same proposed energy-optimization work\" and \"straightforward duplicate pair\" overstate certainty. This should be framed more conservatively as a likely duplicate/same-topic pair, not a definite one." + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues share the same title, have similar body sizes, and the pair is marked soft-similar. Choosing #45145 as canonical because it was created earlier and has an inbound reference is conservative and supported. No unsupported claims or overreach are apparent." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16112,40 +16346,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "b998c2ed9383e81edb09276e441c622e520fa75a1328595f94461ba314a79ddd", + "prepared_review_unit_hash": "455c8c94d193241c4ea7bb5b237d40ed3a869babcff8fe4166293774b2a46cb5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are 4-bit inference bugs, but they describe different root causes and different failing paths: Gemma4 audio-module uint8 weights hitting `torch.finfo()` versus BitsAndBytesConfig skip-module handling removing the default `lm_head` exclusion and triggering an AssertionError. They should not be deduplicated.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #45674 is the broader, more central 4-bit inference regression and has stronger discussion/inbound activity, so it is the better representative if one issue must be chosen.", + "summary": "These two issues are about different 4-bit inference failures with different root causes: one is a Gemma4/audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig skip-module regression that drops the default lm_head exclusion and triggers an AssertionError. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue for the pair: 45672 is a Gemma4/audio-module-specific dtype bug, while 45674 is a separate BitsAndBytesConfig regression affecting module exclusion behavior in 4-bit inference.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 is the better cluster representative because it is more general and appears to be the more reusable description of a 4-bit BitsAndBytesConfig failure mode.", + "best_issue_reason": "45674 is the better representative only in the sense that it is the clearer, more general bug report with a specific config regression and an explicit failure mode; 45672 is a narrower model/module-specific symptom and not the same underlying issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Same high-level area (4-bit inference) but different bug mechanisms, code paths, and symptoms; not the same underlying issue." + "reason": "Different underlying bugs: torch.finfo() on uint8 weights in Gemma4 audio modules versus BitsAndBytesConfig llm_int8_skip_modules clearing the default lm_head exclusion and causing an AssertionError. Same broad 4-bit area, but not the same fix." } ] }, @@ -16175,40 +16409,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "ec75034adf5686b15c4624bc5ad53fad7ad051a1ffb665e8999bbc9c7536e78c", + "prepared_review_unit_hash": "4140fd384c3350dce98c8b69d3703a6ec331a6dcb67c8bbb5f3e99aca5431108", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates; they are unrelated name/date entries with no shared technical problem or code path.", + "summary": "The two closed issues are unrelated and only share superficial name/date formatting. They do not describe the same bug, request, or code-path problem, so the soft duplicate edge should be rejected.", "confidence": 0.98, - "canonical_issue_reason": "Issue 45762 is the slightly better canonical placeholder only because it was created first, but there is no real duplicate relationship between the two issues.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical duplicate target; if one must be chosen, 45762 is marginally better due to earlier creation, not because of content overlap.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles are different personal-name/date strings and there is no evidence of a shared bug, request, or code-path change." + "reason": "Different personal names and dates; no evidence of a shared defect, feature request, or technical context." } ] }, @@ -16238,30 +16472,30 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "8c24f8a175f8ca44266f737603101c473f42ed32fea0ee9d29cec92c3f965a37", + "prepared_review_unit_hash": "8932e429868beaa13199451da59cddfdea6e76481efa9913fb0e2c5bf5f9d639", "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 appear unrelated and lack any substantive body or references; their titles are just different personal-name/date strings, so the soft similarity is not enough to treat them as duplicates.", - "confidence": 0.96, + "summary": "The two issues do not look like duplicates or the same bug report; they appear to be unrelated low-information entries with different personal-name titles and no body detail.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -16271,7 +16505,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the titles only share a superficial pattern (a name plus date-like text). There is no body, discussion, target, or other evidence that they describe the same underlying bug or request." + "reason": "Titles reference different people and dates; there is no shared problem description, code path, or evidence of the same underlying issue." } ] }, @@ -16311,12 +16545,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "73474d02abf376ca2abc414ae7451c1732bf1dfbe32cdbca6347acc65b3e7b01", + "prepared_review_unit_hash": "14d8b67f84abbc2e684b403d91333be59c909c3d8f1726f0b353444c613c95b2", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -16324,7 +16558,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -16333,66 +16567,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two clear duplicate issue pairs: 45870\u219445871 and 45872\u219445873. The dataset-sales post (45869) is unrelated, and the two financial-time-series items (45870/71 vs 45872/73) are similar in theme but not the same underlying issue.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 45872 is the strongest representative: it is a substantive, product-specific request and has an exact duplicate in 45873, while the other similar items are either a different topic or less clearly central.", + "summary": "The cluster contains two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-sales post and should not be merged with either pair.", + "confidence": 0.97, + "canonical_issue_reason": "45870 is the earliest of the exact duplicate pair 45870/45871, with identical title/body content and no sign it differs in substance.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the best issue candidate because it is the clearest, most concrete example of the underlying request and has the strongest duplicate match.", + "best_issue_reason": "45870 is the best issue representative because it is an exact duplicate twin with the earliest timestamp; the rest of the cluster splits into a second duplicate pair plus an unrelated dataset item.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different subjects: a financial dataset listing versus an example about time series prediction. Similar finance wording is not enough to treat them as the same issue." + "reason": "Different topics: a dataset bundle/free-sample listing versus a financial time-series example in DataForge." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different subjects: a financial dataset listing versus an example about time series prediction. Not the same underlying bug or request." + "reason": "Different topics: a dataset bundle/free-sample listing versus a financial time-series example in DataForge." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate title and essentially identical content; these are the same issue." + "reason": "Exact duplicate pair: same title and matching body/content." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related finance/DataForge theme, but the request types differ: one is a prediction example, the other adds a scraping service. Too different to merge as duplicates." + "reason": "Both are finance/DataForge themed, but one is an example post and the other is a scraping-service request; not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870\u219445872: related domain, but not the same concrete issue/request." + "reason": "Both are finance/DataForge themed, but one is an example post and the other is a scraping-service request; not the same underlying issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Related theme only; the concrete asks differ, so they should not be merged as duplicates." + "reason": "Different concrete request: example prediction writeup versus scraping-service enhancement." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related theme only; the concrete asks differ, so they should not be merged as duplicates." + "reason": "Different concrete request: example prediction writeup versus scraping-service enhancement." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate title and essentially identical content; these are the same issue." + "reason": "Exact duplicate pair: same title and matching body/content." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are grounded in the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths, while 45869 is clearly a different topic. The non-duplicate soft-edge verdicts are conservative given only title-level evidence." + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are conservative. The titles, body lengths, and Jaccard 1.0 scores support treating 45870/45871 and 45872/45873 as duplicate pairs, while 45869 is clearly a different dataset-sales item. No mergeability issue is present here." }, "evaluator_used": true, "retried": false, @@ -16411,7 +16645,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-14", + "cluster_id": "cluster-39895-16", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -16426,7 +16660,9 @@ "pull_request:45213", "pull_request:45655", "pull_request:45795", - "pull_request:45899" + "pull_request:45899", + "pull_request:45919", + "pull_request:45922" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -16435,10 +16671,12 @@ "pull_request:42668|pull_request:43823", "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:45919", "pull_request:43424|pull_request:45899", "pull_request:43424|pull_request:44827", "pull_request:43424|pull_request:43823", "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:45922", "pull_request:43823|pull_request:43995", "pull_request:43995|pull_request:44827", "pull_request:43995|pull_request:45213", @@ -16454,198 +16692,217 @@ "pull_request:45795|pull_request:45899", "pull_request:43823|pull_request:45795", "pull_request:43823|pull_request:45899", + "pull_request:44827|pull_request:45922", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "7127ece962ac4784c8f66b9c46c4b4b547789748fd32e492b10660522cd939bf", + "prepared_review_unit_hash": "7ac2ccd4b942bc1e4b28e81e55ecec6066c37e1e896d0993d47146f2e7d73aaa", "component_budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 26, - "serialized_chars": 39789, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 29, + "serialized_chars": 46650, + "estimated_input_tokens": 11663, + "estimated_eval_tokens": 23582 }, "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 26, - "serialized_chars": 39789, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 29, + "serialized_chars": 46650, + "estimated_input_tokens": 11663, + "estimated_eval_tokens": 23582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items here are unrelated PRs that only share broad Transformers themes (new models, docs, refactors). The only true duplicate-style match is the pair of `fixed_cross_entropy` fixes, which target the same helper and same bug in the loss path.", - "confidence": 0.91, + "summary": "This cluster is mostly heterogeneous PRs with one true duplicate pair: two nearly identical fixes for `fixed_cross_entropy` kwargs. The rest are weak title-level similarities across unrelated model additions, docs, or refactors and should stay separate.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative: it explicitly links issue 43240 and implements the fuller `cross_entropy` kwargs pass-through in the shared loss helper; 43254 is just a narrower variant of the same change.", + "canonical_pr_reason": "PR #43254 is the cleanest representative of the only true duplicate pair: it directly adds supported kwargs to `fixed_cross_entropy`, has the explicit issue target, and matches the same code path as #43251.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the clearest triage anchor for the only real duplicate pair, with the explicit issue reference and the more complete fix in the exact same code path.", + "best_pr_reason": "PR #43254 is the best global representative because it is the most focused, issue-linked implementation of the actual duplicated fix; the other PRs in this set are unrelated despite superficial similarity.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Videoprism model addition vs executorch dynamic-shape test; unrelated code paths." + "reason": "Unrelated PRs: VideoPrism model addition vs. Executorch dynamic-shape test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API additions vs adding a new MobileLLM model; not the same change." + "reason": "Unrelated PRs: Mistral tokenizer methods vs. adding MobileLLM." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer methods vs executorch export test; different subsystems and goals." + "reason": "Tokenizer API fix and Executorch export test are different changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs new model integration; only broad transformer overlap." + "reason": "Processor robustness changes are unrelated to a new model addition." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix vs model addition; unrelated." + "reason": "Loss helper kwargs fix is unrelated to MobileLLM model scaffolding." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy kwargs fix vs Mistral4 test fix; not the same underlying bug." + "reason": "Same broad repo area is not enough; loss utility fix and Mistral4 test fixes are different bugs." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45919", + "accept": false, + "reason": "Executorch dynamic-shape test and Sapiens2 model addition are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:45899", "accept": false, - "reason": "Executorch export test vs docs for continuous batching decode path; unrelated." + "reason": "Executorch export testing and continuous batching docs are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape test vs Mistral4 test fix; different changes." + "reason": "Different targets: exportability test vs. Mistral4 test/model integration work." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch test vs model addition; no shared concrete bug." + "reason": "No shared bug/change; export test vs. MobileLLM addition." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM vs fixing `cls.config` resolution order; unrelated." + "reason": "New model addition and `cls.config` resolution fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45922", + "accept": false, + "reason": "MobileLLM addition and vision-model cache leak fix are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition vs Falcon output-collection refactor; different code paths." + "reason": "MobileLLM addition and Falcon refactor are different model changes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs Mistral4 test fixes; not mergeable as one fix." + "reason": "Falcon output-collection refactor and Mistral4 test fix do not address the same concrete bug." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor vs model-creation skill PR; unrelated." + "reason": "Falcon refactor and model-creation skill PR are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45899", "accept": false, - "reason": "Falcon refactor vs docs-only decode fast path update; unrelated." + "reason": "Falcon model refactor and docs for continuous batching decode fast path are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45899", "accept": false, - "reason": "Mistral4 test fixes vs continuous batching docs; unrelated despite both touching Transformers." + "reason": "Mistral4 test fixes and decode-fast-path docs are unrelated; shared similarity is only broad infra/model context." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests vs `layrnorm` renaming across CLIP-like models; different bugs." + "reason": "Mistral4 test fixes and `layrnorm` renaming are different bugs and code paths." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 test fix vs audio/video processor docs; unrelated." + "reason": "Mistral4 tests and docs for audio/video processors are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fix vs config-resolution order fix; unrelated." + "reason": "Mistral4 test fixes and config-resolution ordering are unrelated." }, { "left": "pull_request:45170", "right": "pull_request:45899", "accept": false, - "reason": "Layernorm typo cleanup vs docs for decode fast path; unrelated." + "reason": "Weight-renaming cleanup and decode-fast-path docs are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fix vs model-creation skill PR; unrelated." + "reason": "Mistral4 test fix and model-creation skill PR are not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM addition vs model-creation skill PR; not the same change." + "reason": "MobileLLM addition and model-creation skill are unrelated." }, { "left": "pull_request:45213", "right": "pull_request:45899", "accept": false, - "reason": "Model-creation skill tooling/docs vs continuous batching docs; unrelated." + "reason": "Model-creation skill and decode-fast-path docs are unrelated." }, { "left": "pull_request:45795", "right": "pull_request:45899", "accept": false, - "reason": "Docs for audio/video processors vs docs for decode fast path; different documentation topics." + "reason": "Docs for audio/video processors and decode-fast-path docs are different documentation changes." }, { "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "MobileLLM model addition vs audio/video processor docs; unrelated." + "reason": "MobileLLM addition and processor docs update are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45899", "accept": false, - "reason": "MobileLLM addition vs continuous batching docs; unrelated." + "reason": "MobileLLM addition and decode-fast-path docs are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45922", + "accept": false, + "reason": "Mistral4 tests and vision lru-cache leak fix are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both patches change `fixed_cross_entropy` to pass supported kwargs to `nn.functional.cross_entropy`; same underlying bug and same code path." + "reason": "True duplicate: both modify `src/transformers/loss/loss_utils.py` to pass supported kwargs through `fixed_cross_entropy` to `nn.functional.cross_entropy`." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft pair is the one with shared issue target and the same `fixed_cross_entropy` helper. The other verdicts are conservative and do not overclaim mergeability for clearly unrelated PRs." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted 43251/43254 pair is the only clearly mergeable same-bugfix duplicate, and the other soft-edge rejections are appropriately treated as unrelated or only superficially similar." }, "evaluator_used": true, "retried": false, @@ -16672,7 +16929,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "6f8915a46745bd9085d5fd2ceaea267c1b3974c9f5ecfa0e495674df4b3db01d", + "prepared_review_unit_hash": "f7f0c169e233bf4bf6fda03535c7e51c604cc77899d171200e33cfcd978ac56c", "component_budget": { "node_count": 2, "item_count": 2, @@ -16694,18 +16951,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs relate to VibeVoice, but they target different scopes: #40546 is the core VibeVoice model integration, while #42781 is a draft for VibeVoice Realtime with additional acoustic-tokenizer and generation work. Shared files reflect the same model family, not the same concrete change.", - "confidence": 0.89, + "summary": "Both PRs are VibeVoice-related, but they are not the same change: #40546 implements the base VibeVoice model, while #42781 extends VibeVoice with realtime/acoustic-tokenizer work and additional generation/model plumbing. The overlap is mostly shared infrastructure, not a single duplicate fix or feature.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the broader, original VibeVoice integration and is the better anchor for the cluster; it has the fuller model hookup and more review activity.", + "canonical_pr_reason": "#40546 is the better canonical PR because it is the earlier, broader base VibeVoice implementation and is closer to the core model bring-up that the later PR builds on.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative because it implements the main VibeVoice support, whereas #42781 adds a separate realtime extension and related tokenizer components.", + "best_pr_reason": "#40546 is the best representative PR for the cluster: it is the main VibeVoice implementation, has substantial review activity, and is not a draft.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: these are related VibeVoice PRs but not the same change. #40546 adds the base model integration; #42781 extends VibeVoice for realtime usage with acoustic tokenizer and extra generation/model files." + "reason": "Reject: these are related VibeVoice features, but not the same concrete code-path change. #40546 brings up VibeVoice itself; #42781 adds realtime-specific support plus an acoustic tokenizer and extra generation changes, so they should not be merged as duplicates." } ] }, @@ -16735,12 +16992,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "a514a5a070afe4faef212a4a71147d0e4dc902b0a38b0ffb0859931f558284cf", + "prepared_review_unit_hash": "e1b06ed09717aca7a00352a8053fb13e278d77f18ff485c907cf3281f616a914", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -16748,7 +17005,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -16757,18 +17014,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, different code paths, and solve different problems.", + "summary": "The two pull requests are unrelated feature additions in different model families, so this is not a duplicate cluster.", "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR for this cluster: the PRs address different features in different model families, so neither can serve as a canonical duplicate representative.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes: TimesFM forecasting with covariates vs DINOv3 image-classification support. No shared bug or mergeable common fix." + "reason": "Different underlying changes: TimesFM covariate forecasting vs. DINOv3 image classification support. They touch unrelated code paths and would not be merged into one PR." } ] }, @@ -16863,46 +17120,46 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "5dbac1d316db05553a244f2278e144606cc21daf6adf0efac42ae62fbb5c851a", + "prepared_review_unit_hash": "11ae9d3e39e46e3a1eec16590aa810135a766cf3168076c78c2b955fd7e3523b", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10409, - "estimated_input_tokens": 2603, - "estimated_eval_tokens": 5462 + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10409, - "estimated_input_tokens": 2603, - "estimated_eval_tokens": 5462 + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition pull requests (DeepSeek OCR, Isaac, and Kimi2-6). They share Transformers model-registration plumbing, but they target different models and different implementations, so they are not duplicates.", - "confidence": 0.98, + "summary": "These are three separate pull requests adding different models (DeepSeekOCR, Isaac, and Kimi2-6). They share only the usual Transformers boilerplate around docs and auto-mapping files, so they are not duplicates or the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45630 is the strongest representative of the cluster because it has the highest discussion/review activity and is a full model-addition change touching the expected registration, docs, tests, and model code.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the best single representative for triage purposes, but only as an example of the broader model-addition pattern; it is not the same underlying change as the others.", + "best_pr_reason": "PR #45630 is the strongest representative of the cluster only in the sense that it has the most review activity and broadest model-integration surface, but it is still a distinct Kimi2-6 addition rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and code paths: DeepSeek OCR vs Isaac. The overlap is only shared Transformers integration files and docs, which is normal for separate model additions." + "reason": "Different models and different code paths: DeepSeekOCR vs Isaac. Shared auto-registration/docs files are boilerplate for new-model additions, not evidence of the same fix/change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model families: Isaac vs Kimi2-6. They share registry/auto-mapping updates, but they are distinct additions with different implementations and should not be merged as one PR." + "reason": "These add unrelated models (Isaac vs Kimi2-6). Overlap in model registry and docs is expected for separate integrations and is too broad to treat as one underlying change." } ] }, @@ -16932,7 +17189,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "a2e880e2466dbce3e7b644939dc578c92dff6eca9823626cdf7c58a71ffb6c0a", + "prepared_review_unit_hash": "1a0dab776a6b016ed600fd77c2bb052e519a9a8c4bcf0797a5ed0ce756640d9c", "component_budget": { "node_count": 2, "item_count": 2, @@ -16954,18 +17211,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both upgrade GitHub Actions, but they target different action families and maintenance goals: one is a Node 24 compatibility bump for workflow helper actions, the other updates Docker build actions. They are related in theme only, not the same underlying change.", - "confidence": 0.97, + "summary": "Both pull requests are dependency-version bump sweeps in GitHub Actions workflows, but they target different action families and different maintenance goals: one is specifically for Node 24 compatibility of core actions, the other upgrades docker/build-push-action. They are related at the workflow-maintenance level, but not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader, more central workflow-actions upgrade focused on Node 24 compatibility across many files, so it is the better canonical representative if this cluster were treated as one change.", + "canonical_pr_reason": "PR #42975 is the better canonical representative because its title and diff clearly describe a concrete compatibility-driven upgrade across many workflows, making it the more specific and central change in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative because it covers the wider GitHub Actions runtime-compatibility update, while PR 42976 is a separate Docker-action version bump.", + "best_pr_reason": "PR #42975 is the best overall representative: it has the clearest problem statement, broader workflow coverage, and a more concrete maintenance target than the more generic latest-version bump in #42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different underlying changes: 42975 updates checkout/cache/upload-artifact and related workflow actions for Node 24 compatibility, while 42976 upgrades docker/build-push-action. They touch different action code paths and would not naturally be merged as one PR." + "reason": "Reject: both are GitHub Actions version upgrades, but they change different actions and different code paths. #42975 updates checkout/cache/upload-artifact for Node 24 compatibility; #42976 updates docker/build-push-action. They are not the same concrete fix and would not plausibly be merged as one PR." } ] }, @@ -17008,12 +17265,12 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "affbe9c991d165666bd7eec81676c5605f9fba6c402b2d0c649a2b0647891f32", + "prepared_review_unit_hash": "454a7e364cefe1519c2cf573123e9c03f2a25fe4369fc01532b2ee9e18462b7d", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23541, + "serialized_chars": 23543, "estimated_input_tokens": 5886, "estimated_eval_tokens": 12028 }, @@ -17021,7 +17278,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23541, + "serialized_chars": 23543, "estimated_input_tokens": 5886, "estimated_eval_tokens": 12028 }, @@ -17030,66 +17287,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: several unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM, LFM2 Audio, PP-OCRv6/PP-LCNetV4) plus one distributed pipeline-parallel infrastructure PR. The overlap is mostly boilerplate docs/auto-registration, not the same underlying change or bug, so none of the soft edges should be merged.", - "confidence": 0.97, + "summary": "These PRs are unrelated additions across different models/subsystems; the similarity is mostly from shared Transformers boilerplate and docs/auto-registration files, not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are not duplicates of one another; they span different model families and even a separate distributed-loading feature. Shared files are generic documentation/auto-mapping boilerplate.", + "canonical_pr_reason": "If one PR must represent the set, 43451 is the strongest standalone candidate because it is a large, cohesive model-addition PR with the most review activity and the broadest implementation surface.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global representative for dedupe triage, because there is no common concrete code-path change across the cluster.", + "best_pr_reason": "43451 is the best standalone PR here: it appears comparatively complete and well-reviewed, but it is not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registration files are just boilerplate." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto files are generic scaffolding, not the same fix/change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo2); not the same underlying feature or bug." + "reason": "Different model additions: ViT NEPA vs Molmo2. Same broad Transformers integration patterns, but not one underlying bug or mergeable change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model domains (ViT NEPA vs CTSM); only generic model-registration/docs overlap." + "reason": "Different model additions: ViT NEPA vs CTSM. Overlap is only in generic model-registration/docs files." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model additions, not one concrete change; they could not be merged as a single fix." + "reason": "Molmo and Molmo2 are related names but distinct model families with separate codepaths and files; not the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model integrations; shared auto-mapping/docs are not enough." + "reason": "Molmo vs CTSM are unrelated model integrations; shared auto/docs edits are too broad to indicate duplication." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM address different model families and code paths; not duplicates." + "reason": "Molmo2 vs CTSM are distinct model additions with different implementation details and targets." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "LFM2 audio support is an audio model add, while PP-OCRv6/PP-LCNetV4 is OCR/text recognition; different changes." + "reason": "Lfm2Audio adds an audio model, while PP-OCRv6 adds text recognition models; different domains and codepaths." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Pipeline-parallel loading infrastructure is unrelated to OCR model support; not the same code-path problem." + "reason": "Pipeline-parallel runtime support is a distributed loading change, not the same as adding OCR model support." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM and PP-OCRv6/PP-LCNetV4 are different model additions with only generic docs/registration overlap." + "reason": "CTSM and PP-OCRv6 are different model families and separate integration efforts, despite shared boilerplate files." } ] }, @@ -17122,7 +17379,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "54f3a77fde9e5098062f333a58ac8ff13904abb19e12a183c70aa1e65a6c6632", + "prepared_review_unit_hash": "e0ab4169e723ce3fa65213534d29e34ed3c40858fd0aba3ba6b52347b32351ab", "component_budget": { "node_count": 3, "item_count": 3, @@ -17144,30 +17401,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs do not look like the same underlying change. #43291 is a Whisper tokenizer/test fix, #43665 is an unrelated test-only edit set across CLIP/ViT, and #44815 is a substantive dequant/FP8/model-loading fix. No duplicate pairs should be merged.", - "confidence": 0.94, + "summary": "These PRs do not look like duplicates: one is a Whisper tokenizer/test fix, one is a test-only patch with placeholder assertions, and one is a separate FP8 dequantization fix. They touch different subsystems and address different code paths.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "#44815 is the best representative PR in this cluster because it contains the clearest concrete code-path fix (core model loading plus FP8 quantization logic) and is not just a test-only or obviously unrelated change.", + "canonical_pr_reason": "pull_request:44815 is the strongest standalone candidate: it has a coherent implementation fix in loading/FP8 quantization code, whereas the others are narrower test-oriented changes with weak or noisy diffs.", "best_issue_reason": null, - "best_pr_reason": "#44815 is the strongest standalone PR: it addresses a specific implementation bug with meaningful code changes and supporting tests, whereas #43291 is narrower and #43665 does not resemble a real fix for the same problem.", + "best_pr_reason": "pull_request:44815 is the most substantive and clearly scoped fix in the set; it is the best representative if one PR must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to CLIP/ViT test edits; same broad \"fix tests\" framing is not enough to imply the same bug or mergeable PR." + "reason": "Both are test-focused, but they target different models and different failures; the diffs do not indicate the same underlying bug or mergeable change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "These touch different subsystems and problems: Whisper decoding vs FP8/core loading/dequant behavior. No concrete shared code-path issue." + "reason": "Whisper tokenizer/test changes are unrelated to FP8 dequant/loading changes; no shared code path or concrete duplicate bug is visible." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "A test-only CLIP/ViT patch is not the same underlying bug as FP8 dequant/model-loading fixes, and the overlap is only superficial title similarity." + "reason": "The CLIP/ViT test edits are unrelated to the FP8 quantization/dequantization implementation fix, so these are not duplicates." } ] }, @@ -17197,12 +17454,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "daefc180cb6afa6032a04c8957d63d045dd936dfb0765775ebea0c1c459d8978", + "prepared_review_unit_hash": "e602f29816038f192f3238eee35a60498d0d0658c59dadc66c08c932173cbaed", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -17210,7 +17467,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4563, + "serialized_chars": 4562, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -17219,18 +17476,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one is a setup/version/dependency tweak with a vit test file, while the other is a CI/workflow and diff-display change with broader tooling edits. The shared test filename looks incidental, not a duplicate signal.", + "summary": "These are two unrelated open test/demo PRs: one touches packaging/versioning and a Vit test, while the other changes CI/workflow and utility files. They only overlap on a shared test filename, not on the same underlying bug or change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: PR #43488 is about repo setup/version/dependency changes, while PR #43532 is about workflow/diff-display behavior and related tooling. They do not represent the same change.", + "canonical_pr_reason": "No clear canonical PR: the two PRs are not duplicates and do not fix the same concrete problem; they only share a broad test file and are both '[don't merge]' style validation/demo changes.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global best candidate for deduplication because they target different code paths and only overlap on an unrelated test filename.", + "best_pr_reason": "PR 43532 is the better representative only because it is the larger, more system-level change, but it still should not be treated as a duplicate of 43488.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the overlap is superficial. #43488 changes setup/version/deps and a vit test, while #43532 changes workflow/comment handling and diff display. They are not the same concrete fix and would not plausibly merge into one PR." + "reason": "Reject: these PRs address different concerns. 43488 changes setup/version/dependency metadata and a Vit test, while 43532 rewires CI/workflow and notification/testing utilities. Shared test-file overlap is not enough to indicate the same underlying fix." } ] }, @@ -17260,7 +17517,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "09117cbc12278132adbf6cdd50cb5a572422cd11d088f9499725c9ede487bcba", + "prepared_review_unit_hash": "5de78cd7792db62060fbba0a998d11415b2badc4c76fa9e13aba9af9a2083831", "component_budget": { "node_count": 2, "item_count": 2, @@ -17282,18 +17539,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct PRs adding separate pipelines for different segmentation tasks. They share registration/docs/test plumbing, but the underlying features and code paths are not the same, so they should not be deduplicated.", - "confidence": 0.96, + "summary": "Two similarly structured PRs add different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share docs/scaffolding, but they are not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: #43612 adds Promptable Concept Segmentation, while #43613 adds Promptable Visual Segmentation; they target different tasks and model integrations.", + "canonical_pr_reason": "Neither PR is a canonical duplicate of the other; they implement different pipeline features for different segmentation tasks.", "best_issue_reason": null, - "best_pr_reason": "#43613 is the broader of the two and touches more models/tests, but it is still a separate feature rather than a duplicate of #43612.", + "best_pr_reason": "No single PR is a better dedupe representative here, since the PRs target different code paths and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipeline features with different task semantics and model support; overlap is limited to shared docs/registry scaffolding, not the same concrete bug or change." + "reason": "Reject: these are distinct features (concept vs visual segmentation). The overlap is mostly shared docs/config/pipeline scaffolding, not the same concrete bug or change." } ] }, @@ -17323,7 +17580,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "609df94f1371bd8448d72f7f653be613c22ca5d9b4a5c17a3509787a40e8d0d8", + "prepared_review_unit_hash": "a5005858f7500487883c76673bd732651fe985d349917c5dd4a2ed769ccb7deb", "component_budget": { "node_count": 2, "item_count": 2, @@ -17345,18 +17602,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both trainer.py changes, but they target different code paths: one adjusts gradient-accumulation loss scaling, the other adds a hook for signature-column filtering. They are not duplicates.", - "confidence": 0.98, + "summary": "The two PRs touch the same file but address different trainer extension points: one changes gradient-accumulation loss scaling, the other adds a reusable signature-column helper for column filtering. They are not duplicates and should not be merged into one change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "43651 is the more canonical representative of the cluster because it changes core training_step loss-scaling behavior and adds a dedicated control hook for GA scaling.", + "canonical_pr_reason": "PR 43663 is the better representative of the cluster because it cleanly extracts a reusable trainer helper with an explicit override hook; PR 43651 is a separate, narrower loss-scaling change.", "best_issue_reason": null, - "best_pr_reason": "43651 is the stronger representative: it is a concrete runtime behavior fix, while 43663 is a separate extensibility change for column filtering.", + "best_pr_reason": "PR 43663 is the stronger standalone PR for the cluster: it has a clear refactor boundary, a specific customization point, and a more self-contained behavior change than the gradient-scaling tweak in 43651.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes in trainer.py: 43651 fixes/controls gradient-accumulation loss scaling, while 43663 adds a separate signature-column override mechanism. They do not appear mergeable as one PR." + "reason": "Same file and same trainer class, but different code paths and goals: one fixes GA loss normalization, the other refactors signature-column inspection for column filtering. They are not the same underlying bug/change." } ] }, @@ -17388,53 +17645,56 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "4ecc12039bdc0838076b2005210b677faaf64372bc7369be80dd252b167d3b16", + "prepared_review_unit_hash": "f6626ba4f1125e30c3bf41a31d11523b210bbf0b0bec0ec3878904644b8ce820", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs target TypeAdapter-related typing/runtime issues in `src/transformers/cli/serve.py`, but only one is the clean, narrowly scoped fix for the specific missing-pydantic NameError. The other two are broader or address a different annotation-evaluation path, so they should not be merged as duplicates.", - "confidence": 0.84, + "summary": "PR 43842 is the strongest representative for the concrete TypeAdapter/pydantic NameError fix in `src/transformers/cli/serve.py`. PR 43836 looks closely related and likely duplicates the same runtime-import issue, while PR 43656 is broader and not supported well enough to treat as the same exact fix.", + "confidence": 0.71, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the best canonical PR: it directly targets the explicit issue about `TypeAdapter` NameError when pydantic is not installed, with the smallest and most focused code change.", + "canonical_pr_reason": "PR 43842 is the most targeted fix: it explicitly moves `TypeAdapter` behind `TYPE_CHECKING` and stringifies the annotation at the call site, directly addressing the reported NameError with minimal scope.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the strongest candidate overall because it is narrowly scoped, directly matches its linked issue, and fixes the concrete runtime failure without bundling unrelated typing/refactor changes.", + "best_pr_reason": "PR 43842 is the best cluster anchor because it cleanly matches the concrete failure mode and has the smallest, most specific change set among the candidates.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both touch `serve.py` and mention `TypeAdapter`, but #43656 is a broader annotation/`from __future__` typing cleanup while #43842 specifically guards `TypeAdapter` when pydantic is absent. Different issue targets and different concrete failure modes." + "reason": "Too little concrete evidence that this broader annotation-focused change fixes the same exact TypeAdapter/pydantic NameError; it also targets a different issue and appears more general than the specific runtime import fix." }, { "left": "pull_request:43836", "right": "pull_request:43842", - "accept": false, - "reason": "They share the same file and issue target, but #43836 is a larger refactor with a generic string-literals workaround, whereas #43842 is a small targeted fix for the missing-pydantic NameError. They are not the same concrete change and would not be a clean single PR." + "accept": true, + "reason": "Both changes are in `cli/serve.py` and directly address the same TypeAdapter NameError by deferring runtime evaluation of the annotation/import path, so they look like duplicates of the same bug fix." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary overstates the evidence for PR 43656. The packet only shows shared-file/soft-similarity evidence for 43656 vs 43842, and 43656 is linked to a different issue target (43576) with a broader annotation-related diff preview; there is not enough concrete support to assert it fixes the same TypeAdapter/pydantic NameError. The 43836\u219443842 pairing is more grounded, but the 43656 pairing is not conservative enough, so I can\u2019t accept the cluster as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17585,12 +17845,12 @@ "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", "pull_request:44073|pull_request:44161", "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:44017|pull_request:44018", "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", @@ -17619,20 +17879,20 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "9554032547e5cc50580aaf9f14a041a20da4d10f1355123b86d41af7387fbd8a", + "prepared_review_unit_hash": "89dfac3f6eaa5e43ddfeb3c3df6e3ffb0d8b1133ea18bff8f90db8e929aafdec", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75093, + "serialized_chars": 75094, "estimated_input_tokens": 18774, "estimated_eval_tokens": 37804 }, @@ -17641,441 +17901,405 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a set of separate per-model output-tracing refactors around the same umbrella issue (#43979). The only clear duplicate clusters are the GPT-J/CodeGen PRs and the GPT-Neo PR pair; the rest are same-theme but different code paths and should stay separate.", - "confidence": 0.92, + "summary": "This cluster is mostly a set of separate model-specific output-tracing refactors, not one big duplicate set. There are two clear duplicate subclusters: GPT-J/CodeGen (44066, 44085, 44722) and GPT-Neo (44018, 44068). The rest are different model code paths and should stay separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best canonical representative: it explicitly targets #43979 and covers the same concrete GPT-J/CodeGen output-tracing refactor as the earlier GPT-J PRs, making it the most consolidated version of that change.", + "canonical_pr_reason": "44722 is the best canonical PR for the main GPT-J/CodeGen subgroup: it is the broadest representative of that concrete output-tracing refactor, with overlapping GPT-J/CodeGen files and an explicit issue link. The GPT-Neo pair forms a separate duplicate subcluster, so 44722 is canonical only for the GPT-J/CodeGen side of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest single representative of the cluster because it addresses the same concrete GPT-J/CodeGen tracing path, has the explicit issue target, and subsumes the earlier overlapping GPT-J-only PRs.", + "best_pr_reason": "44722 is the strongest single PR representative overall, but only for the GPT-J/CodeGen duplicate subgroup. It best captures the shared code-path change there, while the GPT-Neo duplicates should be handled as a separate subgroup.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model/code paths; sharing the same umbrella issue target is not enough." + "reason": "Different model families and code paths; same output-tracing umbrella is not enough to merge them as duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model/code paths; both are output-tracing refactors but not the same bug/change." + "reason": "CVT/FNet vs DeBERTa V2; unrelated concrete refactors." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J tracing refactor on the same concrete code path; these could plausibly be merged into one PR." + "reason": "Same GPT-J output-tracing code path; 44066 is a broader variant that plausibly subsumes 44085." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different vision backbones and code paths; same refactor theme only." + "reason": "Different models and different implementations; not the same underlying change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and code paths; only the tracing pattern overlaps." + "reason": "EfficientNet vs GPT-J/CodeGen; only share the generic refactor theme." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models/code paths; not the same underlying fix." + "reason": "GPT-J/CodeGen work vs EfficientNet work; different code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different models and concrete code paths." + "reason": "MobileNetV2 and DeBERTa V2 are unrelated model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different models; same issue umbrella is too broad to treat as a duplicate." + "reason": "GPT-J/CodeGen vs MGP-STR; similar pattern, different concrete fix." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-J/CodeGen vs MPT; different model implementation and change set." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor on the same code path; these look mergeable into one PR." + "reason": "Both target the same GPT-Neo output-tracing refactor in the same file; these look like duplicate variants." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; different concrete changes." + "reason": "GPT-J/CodeGen and GPT-Neo are different model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different models and code paths." + "reason": "GPT-Neo vs GPT-J/CodeGen; different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet versus GPT-J/CodeGen; same refactor family only." + "reason": "ResNet refactor and GPT-J/CodeGen refactor are unrelated despite similar decorator wording." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different models/code paths; not the same bug/change." + "reason": "MGP-STR vs GPT-J/CodeGen; different model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different models and different concrete fixes." + "reason": "ResNet and GPT-J are unrelated model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-Neo vs ResNet; same initiative, different concrete change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different model families and code paths." + "reason": "ResNet and MPT are different model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert; same generic refactor pattern only." + "reason": "GPT-Neo vs Flaubert; different model families." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; different concrete changes." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44116", - "accept": false, - "reason": "Different models/code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "Different model families and code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "Different models/code paths." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", - "accept": false, - "reason": "Different models/code paths." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44101", - "accept": false, - "reason": "Different model families; only shared output-handling style." + "reason": "GPT-Neo refactor is separate from the GPT-J/CodeGen refactor." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 versus MGP-STR; not the same underlying change." + "reason": "GPT-2 output tracing vs MGP-STR output tracing; not mergeable as one fix." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "Different models/code paths." + "reason": "GPT-J vs MGP-STR; only broad refactor similarity." }, { "left": "pull_request:44098", - "right": "pull_request:44161", - "accept": false, - "reason": "Different model families and code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 versus MPT; same pattern only." + "reason": "ViLT and Flaubert/XLM are different model code paths." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer versus LongT5; different concrete changes." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44722", - "accept": false, - "reason": "Different model families and code paths." + "reason": "Segformer vs LongT5; unrelated implementations." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Different models/code paths." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo versus MPT; not the same fix." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "Different model families and code paths." + "reason": "Segformer and VisualBert are different models with different output handling." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "Different model families and code paths." + "reason": "RegNet vs VisualBert; same umbrella only." }, { - "left": "pull_request:44017", - "right": "pull_request:44071", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "Different model families and code paths." + "reason": "VisualBert vs Flaubert/XLM; not the same concrete change." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "Different model families and code paths." + "reason": "TextNet and LongT5 are unrelated model refactors." }, { - "left": "pull_request:44074", + "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "TextNet versus Flaubert/XLM; same refactor theme only." + "reason": "MPNet vs Flaubert/XLM; different code paths." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet versus LongT5; different concrete changes." + "reason": "MPNet and LongT5 are distinct implementations." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "Different model families and code paths." + "reason": "RegNet and GPT-Neo are different models and different fixes." }, { - "left": "pull_request:44074", + "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "Different models/code paths." + "reason": "RegNet and LongT5 are unrelated changes." }, { "left": "pull_request:43997", "right": "pull_request:44071", "accept": false, - "reason": "Different model families and code paths." + "reason": "RegNet and MPT are different model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert versus MPT; not the same bug/change." + "reason": "SqueezeBert and MPT are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo versus SpeechT5; only the refactor style overlaps." + "reason": "GPT-Neo and SpeechT5 are different model families." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "Different model families and code paths." + "reason": "SqueezeBert vs VisualBert; same pattern, different concrete fix." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "Different model families and code paths." + "reason": "RegNet and TextNet are separate model-specific changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; not the same underlying bug." }, { "left": "pull_request:43997", - "right": "pull_request:44129", + "right": "pull_request:44018", "accept": false, - "reason": "Different model families and code paths." + "reason": "RegNet and GPT-Neo are different code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "Different model families and code paths." + "reason": "RegNet and MPT are unrelated model refactors." }, { "left": "pull_request:44010", - "right": "pull_request:44018", + "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths." + "reason": "SqueezeBert vs DeBERTa V2; different code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "Different model families and code paths." + "reason": "DeBERTa V2 and TextNet are unrelated model implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 versus MPT; same pattern only." + "reason": "MPT and GPT-J/CodeGen are different model-specific changes." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44086", "accept": false, - "reason": "Different models/code paths." + "reason": "GPT-Neo vs MGP-STR; different models and different code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-Neo vs GPT-J; related theme but not the same concrete change." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are unrelated model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-Neo vs MGP-STR; different implementations." }, { "left": "pull_request:44059", - "right": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-2 and MGP-STR are different model code paths." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-J vs MGP-STR; not the same underlying bug or change." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-2 and MPT are unrelated output-tracing refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-Neo vs GPT-2; different model families." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "Different model families and code paths." + "reason": "VisualBert and LongT5 are different concrete refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-2 vs GPT-Neo; same theme, different code paths." }, { - "left": "pull_request:43996", + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Different model families and code paths." + "reason": "Flaubert/XLM and LongT5 are unrelated implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "Segformer and GPT-Neo are unrelated model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "Different model families and code paths." + "reason": "RegNet and MPNet are different model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths." + "reason": "SqueezeBert and DeBERTa V2 are unrelated." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "Different model families and code paths." + "reason": "DeBERTa V2 and TextNet are different model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen tracing refactor; 44722 is the consolidated version of the same concrete change." + "reason": "Same GPT-J/CodeGen output-tracing refactor with overlapping concrete files; 44722 is the strongest representative." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same code path; mergeable as one PR." + "reason": "Both touch the same GPT-J output-tracing code path; 44722 subsumes the narrower GPT-J variant." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "Different models/code paths." + "reason": "GPT-J and SpeechT5 are unrelated model changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different model families and code paths." + "reason": "Different model-specific output-tracing refactors; not the same fix." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "Different model families and code paths." + "reason": "CVT/FNet vs SpeechT5; unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "Different model families and code paths." + "reason": "DeBERTa V2 and SpeechT5 are different implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "Different models/code paths; same refactor pattern only." + "reason": "DeBERTa V2 vs ViTS; same umbrella pattern but different code paths." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analyst summary is conservative and grounded in the packet. The accepted soft-edge pairs are limited to closely related PRs on the same model/code path, especially the GPT-J/CodeGen cluster and the GPT-Neo pair. The rejected pairs are consistently justified by different model families or different concrete fixes. I did not see an overstatement beyond the evidence provided." + "accept": false, + "feedback": "The summary is not fully grounded: the packet also supports a separate clear duplicate subcluster for GPT-Neo (pull_request:44018 and pull_request:44068), so it is overstated to say the only duplicate subcluster is GPT-J/CodeGen. The GPT-J/CodeGen representative choice of 44722 looks reasonable, but the overall cluster description should acknowledge the GPT-Neo duplicates as well." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18110,70 +18334,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "f72c58a76fe68b47871b44c5183c08f227bbd49c02bebf9c5806ff2729febb9f", + "prepared_review_unit_hash": "940e277c31e9a8e2ab6928ec432fe0273b43c7bbdcaa6dbed1721a6d69e2050c", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17123, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all model-specific PRs in the same broad standardized-output-tracing theme, but they do not appear to be duplicates of one another. Each changes a different model implementation, so none of the soft edges should be merged.", - "confidence": 0.97, + "summary": "These PRs all participate in a broad repository-wide migration to standardized output tracing/capture, but they are model-specific refactors touching different architectures and code paths. They should not be treated as duplicates of one another.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative of the cluster because it has an explicit issue target and a clear, concrete refactor in a single model path, but it is still specific to SpeechT5 rather than a duplicate of the other PRs.", + "canonical_pr_reason": "PR 44129 is the clearest representative of the pattern because it has an explicit issue link and a focused output-tracing refactor, but it is still only one model-specific instance of a broader migration.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best single representative: it is well-scoped, explicitly linked to an issue, and clearly applies the standardized output-capture refactor to one concrete code path.", + "best_pr_reason": "PR 44129 is the best single representative of the cluster theme, but there is no true duplicate-worthy canonical PR because each change is scoped to a different model implementation.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model code paths (FocalNet vs ImageGPT) and are not the same underlying bug/change." + "reason": "Both are output-capture migrations, but FocalNet and ImageGPT are different model implementations with distinct forward paths; not the same concrete change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "These are separate refactors for different architectures (VisualBert vs TextNet); same theme, but not a duplicate fix." + "reason": "Same refactor pattern, but VisualBert and TextNet are different models and the diffs target different code paths; too broad to merge as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are distinct model implementations with different tracing setup; not the same concrete change." + "reason": "Both modernize output tracing, but MPNet and VisualBert are separate architectures with different tracing hooks and output structures." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model families and different forward/tracing code paths; too broad to treat as one change." + "reason": "Different model codepaths and different refactor details; this is a shared migration theme, not a duplicate fix/change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model-specific output refactors, not a shared bug fix that could be merged into one PR." + "reason": "RegNet and SqueezeBert are unrelated model implementations; the PRs only share the generic output-tracing modernization pattern." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both concern standardized output capture, but they modify different models and different implementation details, so they are not duplicates." + "reason": "Both refactor output handling, but they apply to different models and do not appear to fix the same concrete bug or change." } ] }, @@ -18253,7 +18477,7 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "77a4822b251bc6e9b710f0696c123e332e3f4fe9cefe11f527d2d1349f1119e4", + "prepared_review_unit_hash": "b075c75c5968dfd0d3142d250e86d4dc6cee4aa01e4bf113918346ff9a2f23af", "component_budget": { "node_count": 13, "item_count": 13, @@ -18275,252 +18499,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly parallel, model-specific output-tracing refactors across unrelated architectures. I don\u2019t see true duplicate PRs here; the similarities are mostly from a shared refactor pattern rather than the same concrete fix. The Mamba/FalconMamba PR is the best representative of the cluster\u2019s actual tracing plumbing change.", - "confidence": 0.81, + "summary": "A cluster of independent PRs that all refactor output tracing in different model implementations. They share the same broad theme, but they are not duplicates because they target different code paths and model families.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the strongest representative: it contains the most substantive tracing-plumbing changes, spans two closely related model implementations, and is broader/more concrete than the other single-model refactors.", + "canonical_pr_reason": "PR 44003 is the strongest representative: it is the broadest refactor in the set, touches multiple related model files, and introduces the shared output-capturing machinery used by this tracing work.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 best captures the underlying theme of the cluster with real code-path changes (can_return_tuple/output recording) rather than just a model-specific mechanical refactor.", + "best_pr_reason": "PR 44003 is the best overall exemplar of the cluster because it most clearly shows the common output-tracing refactor pattern and has the widest scope among the candidates.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations and code paths; both are output-tracing refactors, but not the same underlying bug/change." + "reason": "Same refactor theme, but different model implementations and call paths; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Unrelated architectures (timm_backbone vs vision_text_dual_encoder); similar refactor theme only." + "reason": "Both are output-tracing refactors, but they affect different models and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models and runtime paths; same tracing motif, not a duplicate fix." + "reason": "Same broad subsystem, but separate model-specific refactors, so not duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "These touch different model families; the shared output-tracing pattern is too broad to treat as one fix." + "reason": "Related tracing cleanup, but these are different model files and different concrete fixes." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Separate architectures and implementations; not the same concrete change." + "reason": "Both touch output handling, but in different model architectures and implementations." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated code paths; similarity is only the generic tracing refactor." + "reason": "Same refactor pattern, but separate model-specific changes; not one mergeable PR." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and different forward paths; not mergeable as one duplicate change." + "reason": "They share the tracing refactor theme, but target different models and code paths." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Separate architectures; both are model-specific output-tracing updates, not one underlying fix." + "reason": "Similar output-tracing cleanup, but on different model families and not the same bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different wrappers/models; same boilerplate refactor pattern only." + "reason": "Both are tracing refactors, but they are distinct architecture-specific implementations." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different code paths in different encoder-decoder wrappers; not the same concrete bug/change." + "reason": "Same broad area, but different encoder-decoder model code; not a duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated; shared refactor language is not enough." + "reason": "These are separate model refactors with different forward paths, so they are not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and model internals; not a duplicate PR." + "reason": "Same high-level refactor type, but different models and concrete edits." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These affect distinct model families and cannot plausibly be one merged fix." + "reason": "Related output-tracing work, but the affected code paths are different enough that these would not be one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Separate model implementations; same tracing refactor pattern only." + "reason": "Both are output tracing refactors, but they target unrelated model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated changes; not the same code-path problem." + "reason": "Similar theme, but separate model-specific tracing updates; not duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and forward logic; not a duplicate." + "reason": "Different model families and different concrete code changes, despite the shared refactor theme." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different architectures and code paths; shared output-tracing theme is too broad." + "reason": "Both touch output handling, but in different model code paths and with different refactors." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated implementations; not one underlying fix." + "reason": "Same general tracing cleanup, but these are distinct model implementations." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and different tracing code paths; not duplicates." + "reason": "They are not the same underlying bug/change; only the refactor style matches." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "FalconMamba/Mamba vs SuperPoint are unrelated architectures; similar refactor pattern only." + "reason": "Both are tracing refactors, but they target different models and cannot plausibly be merged into one PR." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/FalconMamba and CodeGen touch different model internals; not the same fix." + "reason": "Different code paths and different refactor scopes; not a duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated model code paths; not a duplicate." + "reason": "Shared output-tracing theme only; the actual model code and behavior changes differ." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different architectures; same refactor family only." + "reason": "These touch different models and different output semantics, so they are not the same change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are separate implementations; no shared concrete bug." + "reason": "Same subsystem theme, but the code paths are unrelated and not mergeable as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen are unrelated changes; not mergeable as one fix." + "reason": "Both mention tracing/output handling, but they are separate model-specific refactors." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are different model families; only the tracing refactor pattern matches." + "reason": "Both are output-tracing refactors, but they are for different encoder-decoder wrappers and different files." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different code paths in different model families; not the same underlying issue." + "reason": "Similar refactor pattern, but different model families and forward paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are unrelated models; shared output-tracing refactor is too generic." + "reason": "Not the same underlying change; only the output-tracing cleanup theme overlaps." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and implementation details; not a duplicate." + "reason": "These are distinct model refactors, not one concrete bug fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR touch different model code paths; not one concrete fix." + "reason": "Same broad tracing refactor idea, but separate model-specific code paths." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated implementations; no duplicate code-path problem." + "reason": "Different model implementations; the shared pattern is too broad to be duplicate evidence." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "These are two different encoder-decoder wrapper models; similar refactor style, but not the same underlying change." + "reason": "Both are encoder-decoder refactors, but they are still separate model-specific changes." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are unrelated; the similarity is only the tracing refactor pattern." + "reason": "Related output handling changes, but not the same concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and different runtime paths; not duplicates." + "reason": "Different models and different forward signatures; not a duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated code paths; same broad theme only." + "reason": "Same general refactor style, but distinct models and code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are different architectures; not the same fix." + "reason": "These are separate model-specific output-tracing changes, not one issue." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations and code paths; not a duplicate." + "reason": "Different model code and behavior; the similarity is only thematic." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated changes; shared refactor pattern is not enough." + "reason": "Both refactor model outputs, but in unrelated architectures and implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different model families; not the same underlying bug/change." + "reason": "Not the same concrete code-path problem; just a similar refactor pattern." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated architectures; no shared concrete fix." + "reason": "Separate model-specific tracing changes; too broad to treat as duplicates." } ] }, @@ -18553,52 +18777,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "eecb7edf0ff49fdef2945977cfdca42d16bf7b37972e9c9ee9be591572f4dcf2", + "prepared_review_unit_hash": "b5f86e0d5b074d6f5a851a5bcd515f4cc305ac91425e4d8ad37023615f31c8a1", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate model-addition efforts (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share Transformers registration/docs scaffolding, but they do not appear to fix the same bug or implement the same concrete change.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45075 is the strongest representative: it is a complete, non-draft model addition with substantial implementation, conversion, processing, and test coverage, and it has the highest review activity.", - "best_issue_reason": null, - "best_pr_reason": "PR #45075 is the best standalone PR in the cluster because it looks the most mature and complete, with broader model infrastructure and test coverage than the others.", + "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share Transformers boilerplate and auto-registration files, but they target different models and codepaths, so they are not duplicates.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: there are no issue artifacts in the cluster, and the PRs are about different model integrations.", + "canonical_pr_reason": "No canonical PR for deduping: each PR adds a different model family with its own configuration/modeling/processing code.", + "best_issue_reason": "No issue candidate present.", + "best_pr_reason": "PR 45075 is the strongest standalone PR: it is more complete, has an explicit issue target, and includes a conversion script plus broader model/test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and code paths: PenguinVL vs Voxtral TTS. Shared auto-registration and docs files are generic model-addition scaffolding, not evidence of the same underlying change." + "reason": "Different model additions (PenguinVL vs Voxtral TTS) with distinct files and behaviors; shared auto/doc boilerplate is not enough to treat them as the same change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Both are new model integrations, but they target different architectures and implementations (PenguinVL vs DeepSeek-OCR-2). Similar repo plumbing is not enough to treat them as duplicates." + "reason": "Different model integrations (PenguinVL vs DeepSeek-OCR-2); they touch similar registration plumbing but implement unrelated models and codepaths." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Distinct model families and functionality: DeepSeek-OCR-2 versus Voxtral TTS. They share only generic Transformers boilerplate, so they should not be merged as the same PR." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are separate model families with different model logic, processing, and tests, so they are not the same underlying fix/change." } ] }, @@ -18628,12 +18852,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "11d37c6c037fa8f13f0a51f4e23d07f66ffbd972c13c30af7c74ea7ab0cc2cd1", + "prepared_review_unit_hash": "28353579dff7465bd08e240e8b1f5040e488d5ec36d8fb973363a074fa239622", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18641,7 +18865,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18650,18 +18874,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Related fusion-feature PRs, but they target different layers: #44979 adds a generic Module Fusion API, while #45363 adds KernelConfig-driven n-to-1 kernel fusion integration and an example. They are not the same concrete change.", - "confidence": 0.91, + "summary": "Both pull requests are about model/module fusion, but they target different layers of the stack: PR 44979 introduces a new Module Fusion API, while PR 45363 implements n-to-1 kernel fusion through KernelConfig and integration changes. They are related in theme but not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the more canonical representative of the cluster because it introduces the core reusable fusion API, whereas #45363 is a narrower KernelConfig-based integration on top of that theme.", + "canonical_pr_reason": "PR 45363 is the more concrete and complete fusion change: it wires fusion through modeling, integration, and KernelConfig paths, whereas PR 44979 is a new API surface and helper module. If one PR should represent the cluster, 45363 is the better anchor.", "best_issue_reason": null, - "best_pr_reason": "#44979 best represents the cluster\u2019s main subject since it defines the foundational module-fusion mechanism rather than a specific application of fusion.", + "best_pr_reason": "PR 45363 is the strongest representative of the cluster because it changes the actual runtime code path for fusion and includes a usage example, making it more substantial and central than the API-only scaffolding in 44979.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They are conceptually related, but not the same bug or change: one adds a general module-fusion API, the other implements n-to-1 kernel fusion via KernelConfig with different integration points and files." + "reason": "Related feature area, but not the same bug/change: 44979 adds a Module Fusion API and test scaffold, while 45363 implements n-to-1 kernel fusion via KernelConfig and modifies different runtime integration points. They would not plausibly be merged as one PR." } ] }, @@ -18691,7 +18915,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "fd0bb7c38737398e30df6dc5011667ee7f088c4b19d195c39cd7bf609eed4ec6", + "prepared_review_unit_hash": "1e79a20410b04dd3909704f328d6cec58cd677fda0ef30f63a30af18a39aa4a5", "component_budget": { "node_count": 2, "item_count": 2, @@ -18713,18 +18937,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests implement the same Mistral regex fix in the same code path; the second PR appears to be a more complete version with tests, so they should be treated as duplicates.", - "confidence": 0.96, + "summary": "Both PRs fix the same Mistral pre-tokenizer AttributeError by switching from backend_tokenizer.pre_tokenizer to tokenizer.pre_tokenizer in the same code path; the second PR appears to be a fuller version with tests, so they are duplicate-fix candidates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete candidate for the underlying bug.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it addresses the same bug as #45086 but is more complete, with an added regression test and more discussion/activity.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall PR candidate: it fixes the same AttributeError in `_patch_mistral_regex` and adds tests, so it better represents the intended change.", + "best_pr_reason": "PR #45317 is the best representative of this cluster: same concrete fix, same target issue, and it includes test coverage beyond the smaller earlier patch.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same file and code path, with identical line changes; 45317 is effectively a superset of 45086 with added tests." + "reason": "Both PRs make the same code change in src/transformers/tokenization_utils_tokenizers.py to fix the same AttributeError in _patch_mistral_regex; the later PR simply adds tests, so they could plausibly be merged as one fix." } ] }, @@ -18754,7 +18978,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "2db7f01b30d8df753ea503456d57b83df6d8e5fdfb705e761048f07cfb8e188a", + "prepared_review_unit_hash": "d6e06a85f81c3681d98740785adbe0b9db9bd6b6f8e8b5f9b927e7de9ebbb53a", "component_budget": { "node_count": 2, "item_count": 2, @@ -18776,18 +19000,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap on NemotronH internals, but they are not the same change: #45115 is a narrow inheritance/refactor and conversion-mapping update, while #45569 is a broader model-split PR adding dense/sparse variants, docs, and tests. They should not be merged as duplicates.", - "confidence": 0.84, + "summary": "These are related NemotronH architecture refactors, but they are not the same PR-level change: one is a conversion/inheritance refactor, the other is a broader model split into NemotronH Dense/Sparse with docs and tests. I would not deduplicate them.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better representative of the cluster because it covers the broader NemotronH family restructuring and adds the user-facing dense/sparse model support, while #45115 is a narrower internal refactor.", + "canonical_pr_reason": "PR 45569 is the more complete and user-facing implementation: it introduces the Dense/Sparse model variants, updates auto-mapping, docs, and tests, so it better represents the end-state change.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest standalone representative: it is the larger, more complete change set and subsumes the main NemotronH model-organization work more than #45115 does.", + "best_pr_reason": "PR 45569 is the best representative of the cluster because it covers the full NemotronH restructuring rather than just the intermediate inheritance/conversion refactor in 45115.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but different concrete changes and scopes: #45115 focuses on GraniteMoeHybrid-style inheritance and conversion key renames, while #45569 introduces separate nemotron_h_dense/sparse variants plus docs and tests. They are not the same fix and would not plausibly merge into one PR without losing scope clarity." + "reason": "Related NemotronH work, but not the same concrete change. 45115 focuses on inheritance/conversion mapping and internal renames, while 45569 splits NemotronH into Dense/Sparse variants with additional docs/tests; they could coexist as separate PRs." } ] }, @@ -18817,7 +19041,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "bb445e52ebbba691fe11f6bd42ab53d3533101258835049478fecc0166e68f73", + "prepared_review_unit_hash": "6b0537aaf535d1f5dba284e5720fe3b94b6fe456651d475fa3cb40e5f57162e5", "component_budget": { "node_count": 2, "item_count": 2, @@ -18839,18 +19063,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related PRs in the same heterogeneity initiative: one adds per-layer heterogeneous config support, the other adds heterogeneous modeling/cache handling. They overlap in helper files, but they are not the same concrete change and should not be deduplicated.", - "confidence": 0.89, + "summary": "Two open PRs in the same heterogeneous-config feature area, but they are not duplicates: one adds per-layer config support, the other adds broader per-layer modeling/cache integration.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella change: it extends heterogeneous support into modeling and cache handling, while also relying on the config-layer helpers. It is the better representative PR for the cluster.", + "canonical_pr_reason": "PR #45332 is the better cluster representative because it is the broader, more feature-complete change and sits on top of the config groundwork, touching the core modeling/caching paths.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best single representative of the cluster because it spans the largest portion of the new heterogeneous-model feature and subsumes the config work more than PR 45333 does.", + "best_pr_reason": "PR #45332 is the strongest single representative of the cluster because it covers the full heterogeneous-model support surface rather than only config plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same bug/change: 45333 is per-layer config support, while 45332 is broader modeling/cache integration. Shared filenames alone are not enough to merge these PRs." + "reason": "Related feature work, but not the same concrete bug/change: #45333 adds heterogeneous per-layer config support, while #45332 adds broader heterogeneous model and cache behavior. They could be sequenced, but they are not the same PR-worthy fix." } ] }, @@ -18880,12 +19104,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "142753e821cc7c25478f0cd24e8b1bb5777f8d82101ef1830c6f16ebb2b3aae7", + "prepared_review_unit_hash": "f7a626ae9499246ae46d58f14ae927910cc19e0e66c0812a9031706c666f67f5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -18893,7 +19117,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -18902,18 +19126,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are not duplicates: 45415 is a broad repo-wide type-checking sweep, while 45425 adds specific typing protocols/helpers for modeling and PEFT integration. They touch some of the same files, but not the same underlying change.", - "confidence": 0.94, + "summary": "Both artifacts are typing-related, but they are not the same change: one is a broad type-checking sweep across many `src/transformers/*` files with a pyproject ignore tweak, while the other is a more focused typing-protocol update around `_typing.py`, `modeling_utils`, and related helpers. They should not be deduplicated.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, concrete typing change: it adds shared typing protocols/aliases and updates the specific code paths that need them, rather than a broad mechanical type-checking sweep.", "best_issue_reason": null, - "best_pr_reason": "45425 is the more focused, concrete typing-compatibility PR; 45415 is a much broader type-checking pass and should not be collapsed into the same change.", + "best_pr_reason": "PR 45425 is the better representative PR for this cluster because it captures the core typing-shim work in a self-contained way, whereas PR 45415 is a larger repo-wide typing pass with mixed-file mechanical edits.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing files are incidental; 45415 is a wide type-checking sweep, while 45425 adds targeted typing infrastructure and compatibility helpers. Different underlying changes." + "reason": "Shared typing theme and a few overlapping files are not enough; 45415 is a broad type-checking cleanup across many modules, while 45425 adds specific typing protocols/aliases and targeted integrations. They are different scopes and not the same concrete fix." } ] }, @@ -18945,12 +19169,12 @@ "pull_request:45487|pull_request:45843", "pull_request:45817|pull_request:45843" ], - "prepared_review_unit_hash": "e6595a1048cc9f2501e2b5b1f5564f3d5ed38e57d2dba26a91f7b1af6ea22952", + "prepared_review_unit_hash": "f70f311331d3ecc0aab9af19627b6f627ce98266875ee93d1508edebd0330e18", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7561, + "serialized_chars": 7563, "estimated_input_tokens": 1891, "estimated_eval_tokens": 4038 }, @@ -18958,7 +19182,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7561, + "serialized_chars": 7563, "estimated_input_tokens": 1891, "estimated_eval_tokens": 4038 }, @@ -18967,24 +19191,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-parallel fix PRs for different architectures (AltCLIP/ChineseCLIP, Gemma4, Deimv2). They share a broad theme but do not appear to fix the same concrete bug or be mergeable into one PR.", - "confidence": 0.92, + "summary": "These are three separate pull requests that all address model-parallel / device-placement bugs, but in different model families and code paths. They are thematically similar, not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45817 is the strongest representative of the cluster theme: it has a clear, self-contained model-parallel fix, touches the relevant device-placement and no-split logic directly, and has the most discussion activity. The other PRs are separate model-specific fixes, not duplicates of it.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45817 is the best standalone PR in this set because it most directly addresses a concrete model-parallel failure mode with precise code-path changes. #45487 and #45843 are distinct fixes for different models and should not be conflated.", + "best_pr_reason": "PR 45817 is the strongest standalone fix: it targets a concrete Gemma4 model-parallel bug, updates the relevant no-split/device handling, and includes a focused test file. The other PRs are similarly valid but for different models, so none is a better duplicate canonical than the others.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45843", "accept": false, - "reason": "Both are model-parallel themed, but they target different model families and different code paths (AltCLIP/ChineseCLIP vs Deimv2). They are not the same underlying bug and would not plausibly merge into one PR." + "reason": "Both are model-parallel fixes, but they affect different architectures and code paths: AltCLIP/ChineseCLIP versus Deimv2. The shared theme is too broad to treat as the same underlying bug or merge into one PR." }, { "left": "pull_request:45817", "right": "pull_request:45843", "accept": false, - "reason": "Gemma4-specific parallelization fixes are unrelated to Deimv2-specific backbone/module-splitting changes. Same broad subsystem, but different concrete bugs and implementations." + "reason": "Gemma4 and Deimv2 have different parallelization issues in different model implementations. Similar symptom, but not the same concrete bug or fix." } ] }, @@ -19014,7 +19238,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "9d0009d8c186bcb04337a0cd054fe0e0ab0d54e0c5ff5a248a4ac51a22449c84", + "prepared_review_unit_hash": "c399be9cd1192047a8e4a99ec895fea3780210e08df158581f44bf0b762d2548", "component_budget": { "node_count": 2, "item_count": 2, @@ -19036,18 +19260,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a broad EP/distributed-loading theme, but they fix different bugs and code paths: 45548 handles EP + DeepSpeed ZeRO-3 config/loading serialization, while 45662 fixes EP + FSDP2 expert tensors being overwritten during rank-0 broadcast.", - "confidence": 0.9, + "summary": "These PRs are related to expert-parallel loading, but they fix different bugs: 45548 addresses EP + DeepSpeed ZeRO-3 loading/config serialization, while 45662 fixes experts being overwritten during EP + FSDP2/rank-0 broadcast. They should remain separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No exact duplicate PR here; if one PR must represent the cluster, 45662 is the better anchor because it fixes the more concrete and severe expert-overwrite bug in the loading path.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45662 is the stronger representative: it targets a specific corruption issue in distributed loading and spans the relevant code path more directly than 45548\u2019s narrower config/has_ep adjustment.", + "best_pr_reason": "45662 is the stronger representative of the cluster topic because it targets a specific, concrete overwrite bug in the EP/FSDP2 code path with a focused fix.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Same broad EP/distributed-loading area, but different underlying failures and fix paths; not plausible as one merged duplicate PR." + "reason": "Different failure modes and code paths: 45548 is about ZeRO-3/accelerate loading and config handling, while 45662 fixes expert parameters being overwritten under FSDP2/rank-0 broadcast. Shared EP/modeling_utils context is not enough to merge them." } ] }, @@ -19077,12 +19301,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "be0ad7f1b338599725a4d7c461ba48093cca7e72e0d95b7e31941d2ab7c36681", + "prepared_review_unit_hash": "79bd36fef7e9ef36eb4eae2de2e52e34400db4a19f7aa0ec7706cd28683e23be", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -19090,7 +19314,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -19099,18 +19323,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist collision problem around captured_info output, with 45645 appearing to subsume 45639 and add the CI-side file handling needed to preserve logs.", - "confidence": 0.92, + "summary": "Both PRs target the same xdist collision problem around captured_info artifacts in testing_utils; 45645 is the broader, more complete fix and can subsume 45639.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the more complete change: it includes the xdist-safe testing_utils fix from 45639 and also updates CI/reporting code to consume multiple captured_info files, making it the better canonical representative.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it addresses the same captured_info xdist collision bug but also updates CI log collection, making it the more complete end-to-end fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest standalone candidate because it covers the full end-to-end fix, not just the helper change in testing_utils.", + "best_pr_reason": "PR #45645 is the best standalone PR: it fixes the core artifact collision in code and also preserves CI debug log aggregation for the new per-worker files.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist-safe handling of captured_info artifacts. 45645 extends the exact same code-path fix in testing_utils and adds the related CI output changes, so these could plausibly be merged into one PR." + "reason": "Both PRs fix the same underlying xdist collision in captured_info handling; 45645 appears to extend the same fix rather than address a different bug." } ] }, @@ -19269,7 +19493,7 @@ "soft_pairs": [ "pull_request:45858|pull_request:45890" ], - "prepared_review_unit_hash": "43b423c313e03329c4798c8ce8a5e302c962ff893fc90d6de511f33af4986768", + "prepared_review_unit_hash": "42cc5fc1abc9ba885b89bd2dcc4ad00f52d3b8dce325d41877cf62101addee7a", "component_budget": { "node_count": 2, "item_count": 2, @@ -19291,18 +19515,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-specific test PRs that both add XPU expectations, but they touch different model test files and different code paths. The soft similarity is superficial rather than duplicate-level.", - "confidence": 0.96, + "summary": "Two independent test-only XPU expectation PRs for different model families. They look similar at a high level, but they address separate model-specific golden outputs and are not the same underlying fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45890 is the stronger representative of the cluster because it is a complete XPU test update with deterministic-for-XPU gating, while pull_request:45858 is a separate model's expectation-only patch.", + "canonical_pr_reason": "PR 45890 is the better representative because it includes the XPU determinism guard plus updated expectations, making it the more complete example of the pattern in this cluster.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45890 is the best PR candidate overall for this cluster: it is self-contained, clearly scoped, and the added XPU-specific guard makes the test change more robust.", + "best_pr_reason": "PR 45890 is the strongest standalone candidate since it addresses a concrete XPU test adjustment in a self-contained way; PR 45858 is similarly scoped but narrower and unrelated in model scope.", "soft_edge_verdicts": [ { "left": "pull_request:45858", "right": "pull_request:45890", "accept": false, - "reason": "Different models and different test files; both are just adding XPU expectations, not fixing the same concrete bug or change. This is too broad to treat as duplicates." + "reason": "Both are XPU expectation updates, but for different model test files and different logits; they do not fix the same code-path problem and would not plausibly be merged into one PR." } ] }, @@ -19332,7 +19556,7 @@ "soft_pairs": [ "pull_request:45861|pull_request:45903" ], - "prepared_review_unit_hash": "1c8f486fe1121354bc015c0bf642b856e06835e917aeccec7f6cc5156af36b18", + "prepared_review_unit_hash": "eec454b24656c4fbbb53a12e5422cb93c7688bfe6c4988c868967296029fb31d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19354,18 +19578,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same Qwen3-VL family M-RoPE/FSDP2 CPU-offload device mismatch, with 45903 expanding the earlier 45861 fix to also handle `meta` \u2192 `to_empty` re-init.", - "confidence": 0.88, + "summary": "Both PRs target the Qwen3-VL family M-RoPE path, and 45903 subsumes the device-mismatch fix from 45861 while adding the meta/to_empty re-init handling. They are closely related enough to treat as the same underlying change cluster, with 45903 as the broader canonical PR.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45903 is the better canonical PR because it includes the same `inv_freq.to(x.device)` fix as 45861 and additionally covers the `meta`/`to_empty` re-initialization path, making it the more complete version of the same fix.", + "canonical_pr_reason": "PR 45903 is the more complete and newer fix: it includes the same inv_freq device placement change as 45861 and additionally addresses meta -> to_empty re-initialization in the same code path.", "best_issue_reason": null, - "best_pr_reason": "PR 45903 is the best representative because it addresses the full concrete failure mode in the same code path and subsumes 45861's narrower patch.", + "best_pr_reason": "PR 45903 is the best representative because it covers the shared bug plus the extra lifecycle fix, so it is the most complete single PR for the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45861", "right": "pull_request:45903", "accept": true, - "reason": "Same underlying M-RoPE device/offload bug in the Qwen3-VL family; 45903 contains the 45861 change and extends it with the additional `meta`/`to_empty` fix, so they are overlapping versions of one fix." + "reason": "Accept: 45903 contains the exact device-mismatch fix from 45861 and extends it with closely related M-RoPE initialization handling in the same Qwen3-VL family code paths, so they could plausibly be merged into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 607e450d547dc6c58824518589764e4f19902a85..9ad92ce02d594b56e6c2ae56f9286cb5ee512595 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260512t180027z", + "analysis_id": "hybrid-model-20260513t000101z", "archived_artifacts": { - "hybrid": "snapshots/20260512T180027Z/analysis-runs/hybrid-model-20260512t180027z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260512T180027Z/analysis-runs/hybrid-model-20260512t180027z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-12T18:10:17Z", + "published_at": "2026-05-13T00:09:44Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260512T180027Z", + "snapshot_id": "20260513T000101Z", "variant": "hybrid" } diff --git a/snapshots/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/analysis-report-hybrid.json b/snapshots/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..895abac8c5f2cbaa8cbc23335771ba5ded2c5197 --- /dev/null +++ b/snapshots/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/analysis-report-hybrid.json @@ -0,0 +1,2349 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260513T000101Z", + "generated_at": "2026-05-13T00:09:42Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45812-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #45812.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 45812, + "canonical_pr_number": 45813, + "issue_numbers": [ + 45812, + 45920 + ], + "pr_numbers": [ + 45813, + 45924 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45813, + "right_pr_number": 45924, + "code_similarity": 0.492, + "size_similarity": 0.833, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.167, + "shared_filenames": [ + "src/transformers/models/auto/tokenization_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/tokenization_auto.py", + "left_ranges": [ + [ + 146, + 155 + ] + ], + "right_ranges": [ + [ + 383, + 393 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 45613, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.805, + "size_similarity": 0.885, + "file_overlap": 0.75, + "area_overlap": 0.854, + "patch_similarity": 0.693, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 713, + 720 + ] + ], + "right_ranges": [ + [ + 713, + 720 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", + "left_ranges": [ + [ + 1, + 67 + ] + ], + "right_ranges": [ + [ + 1, + 45 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 285, + 291 + ], + [ + 700, + 706 + ], + [ + 1298, + 1304 + ] + ], + "right_ranges": [ + [ + 699, + 705 + ], + [ + 1301, + 1307 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/__init__.py", + "left_ranges": [ + [ + 1, + 29 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ + [ + 1, + 141 + ] + ], + "right_ranges": [ + [ + 1, + 126 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 544 + ] + ], + "right_ranges": [ + [ + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ + [ + 1, + 444 + ] + ], + "right_ranges": [ + [ + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 109 + ] + ], + "right_ranges": [ + [ + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43824-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43824, + "canonical_pr_number": 43836, + "issue_numbers": [ + 43824 + ], + "pr_numbers": [ + 43836, + 43842 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43836, + "right_pr_number": 43842, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.532, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.543, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3529, + 3536 + ], + [ + 3753, + 3787 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45861-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 45861, + "issue_numbers": [], + "pr_numbers": [ + 45861, + 45903 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45861, + "right_pr_number": 45903, + "code_similarity": 0.617, + "size_similarity": 0.516, + "file_overlap": 1.0, + "area_overlap": 0.377, + "patch_similarity": 0.546, + "shared_filenames": [ + "src/transformers/models/qwen3_5/modeling_qwen3_5.py", + "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py", + "src/transformers/models/qwen3_omni_moe/modeling_qwen3_omni_moe.py", + "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py", + "src/transformers/models/qwen3_vl/modular_qwen3_vl.py", + "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py", + "tests/models/qwen3_vl/test_modeling_qwen3_vl.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/qwen3_5/modeling_qwen3_5.py", + "left_ranges": [ + [ + 146, + 154 + ] + ], + "right_ranges": [ + [ + 146, + 154 + ], + [ + 161, + 183 + ] + ] + }, + { + "filename": "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py", + "left_ranges": [ + [ + 142, + 150 + ] + ], + "right_ranges": [ + [ + 142, + 150 + ], + [ + 157, + 179 + ] + ] + }, + { + "filename": "src/transformers/models/qwen3_omni_moe/modeling_qwen3_omni_moe.py", + "left_ranges": [ + [ + 1315, + 1323 + ] + ], + "right_ranges": [ + [ + 1315, + 1323 + ], + [ + 1330, + 1352 + ] + ] + }, + { + "filename": "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py", + "left_ranges": [ + [ + 354, + 362 + ] + ], + "right_ranges": [ + [ + 354, + 362 + ], + [ + 369, + 391 + ] + ] + }, + { + "filename": "src/transformers/models/qwen3_vl/modular_qwen3_vl.py", + "left_ranges": [ + [ + 294, + 302 + ] + ], + "right_ranges": [ + [ + 32, + 38 + ], + [ + 270, + 292 + ], + [ + 311, + 319 + ] + ] + }, + { + "filename": "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py", + "left_ranges": [ + [ + 865, + 873 + ] + ], + "right_ranges": [ + [ + 865, + 873 + ], + [ + 880, + 902 + ] + ] + }, + { + "filename": "tests/models/qwen3_vl/test_modeling_qwen3_vl.py", + "left_ranges": [ + [ + 17, + 26 + ], + [ + 29, + 35 + ], + [ + 45, + 78 + ], + [ + 522, + 547 + ] + ], + "right_ranges": [ + [ + 17, + 26 + ], + [ + 29, + 35 + ], + [ + 45, + 79 + ], + [ + 523, + 582 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [ + { + "cluster_id": "cluster-45812-4", + "canonical_issue_number": 45812, + "duplicate_issue_numbers": [ + 45920 + ], + "reason": "Issues in cluster-45812-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + } + ], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43824-3", + "canonical_pr_number": 43836, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-45812-4", + "canonical_pr_number": 45813, + "duplicate_pr_numbers": [ + 45924 + ], + "target_issue_number": 45812, + "reason": "PRs in cluster-45812-4 are treated as duplicates because they converge on issue #45812 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45861-2", + "canonical_pr_number": 45861, + "duplicate_pr_numbers": [ + 45903 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45861-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45812-4", + "issue_number": 45812, + "reason": "Issue #45812 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 2 discussion comments plus 5 inbound references.", + "score": 149.0 + }, + "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/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..45f9a0f2cfbe01984efb8959e5d97b9c16360fe2 --- /dev/null +++ b/snapshots/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,19604 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260513T000101Z", + "generated_at": "2026-05-13T00:09:42Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45874", + "issue:45901", + "issue:45920" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "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:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:43901|issue:44512", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:39290|issue:43531", + "issue:43425|issue:45070" + ], + "prepared_review_unit_hash": "d8929537911f6fb7669770810bebaef505f55d787bec02412d6ed1a18de07460", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46570, + "estimated_input_tokens": 11643, + "estimated_eval_tokens": 23542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated bug reports. The only clear duplicate-like families are the DeepSpeed ZeRO-3 BERT index-out-of-bounds reports and the tokenizer v5 regression affecting Granite/other models. No PRs are present.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45920 is the broadest and most representative issue here: it frames the regression as a multi-model AutoTokenizer token-ID bug in v5, not just a single-model symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best global anchor because it is open, explicit about the regression, and covers multiple affected model families, making it the most useful duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failure modes: config attribute missing vs streaming chat/completions inference error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend problems: AMD GPU failure vs MPS histogram op not implemented for int tensors." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms: image preprocessor dtype mismatch vs GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch on Phi MoE is a different code path than AMD GPU compatibility." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "These describe unrelated issues: AMD GPU support vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime error on Qwen-3-8B is not the same as AMD GPU compatibility failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch on Jamba-v01 and ModernBERT ONNX export are unrelated problems." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export failure and FineGrainedFP8 model failure are different bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto device-map assert are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they target different stale references and are not clearly the same underlying change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/index shape mismatch is not the same as Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are index/shape errors, but they involve different model/setup paths and are not clearly the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "ZeRO-3 BERT empty-dimension indexing and mask-shape mismatch are different failures." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Shape mismatch during indexing is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "These are different errors in different training paths: mask mismatch vs embedding unpacking failure." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset handling and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but the collective mismatch and Bert zero-size index error are different code paths." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Both report the same ZeRO-3/BERT index-0-out-of-bounds failure, just phrased with slightly different model descriptions." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch and GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/reload output mismatch are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime error is unrelated to LoRA save/load inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape-related, but activation-checkpointing/FSDP recomputation and mask indexing are different failures." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error and Jamba collective mismatch are different training failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 empty-index failure and GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP/activation-checkpointing recomputation mismatch is unrelated to the CustomTrainer loss-signature change." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Image preprocessor dtype mismatch and invalid-method-call in GraniteMoEHybrid are different problems." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Missing sliding_window_pattern in Gemma3TextConfig is unrelated to the Mistral tokenizer regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device mismatch in Gemma4 forward and expensive reverse embedding lookup are different symptoms and fixes." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility is not the same as the Qwen-3-8B NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing recomputation mismatch is unrelated to Qwen3 auto device-mapping asserts." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking failure and GPT-OSS TP issue are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/model issues: Mistral dtype mismatch vs MPS histogram op failure." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "These are distinct model/training failures with no shared concrete code path." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Both involve tensor dtype behavior, but they are different model paths and not the same defect." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and compute_loss signature breakage are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy dispatch and mask-shape indexing errors are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "These are both docs-related, but they concern different removed/changed APIs and are not clearly the same issue." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 indexing problems, but they affect different model families and symptoms." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Sliding-window config issues and device-map cudaErrorAssert are different failure modes." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and Qwen3-VL video StopIteration are different code paths." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same v5 AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model version." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH checkpoint loading failure are distinct model-loading problems." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Both are model-loading issues, but one is unit-test loading of GLM-4.7-Flash and the other is Ovis2 checkpoint corruption." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/index shape mismatch and ZeRO-3 BERT empty-index errors are different bugs." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "These both mention sliding window, but they involve different model/config regressions and no shared concrete fix is evident." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and PretrainedConfig pydantic-field breakage are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary sticks to what the packet shows, the two accepted duplicate-like pairs are well supported by the issue titles, and the other soft-edge rejections are appropriately cautious rather than overstated. No PR pairs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44512", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:43596|issue:45800", + "issue:45859|issue:45902", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:44292|issue:45901", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:40990|issue:44960", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44360|issue:44512" + ], + "prepared_review_unit_hash": "17f32b47dc8c24854a58553b70a61217450fb31543784aee6b638028bb154d20", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38151, + "estimated_input_tokens": 9538, + "estimated_eval_tokens": 19332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated regressions. The only plausible duplicate families are custom-module loading/cache collisions and Qwen3.5-MoE rotary-embedding device/materialization bugs; the rest are too far apart to merge.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45698 is the best representative of the strongest duplicate family: it is open, active, and specifically about wrong custom-module loading after save_pretrained, which aligns with the cache/path collision report in 45632.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the most suitable cluster representative because it is current, concrete, and has the clearest duplicate-like counterpart; it also has more discussion activity than the other plausible family members.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are runtime failures, but they have different root causes: Zero-3/BertModel loading vs torch/transformers version incompatibility." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding device/materialization path; both point to broken handling of inv_freq/forward under offload or to_empty() materialization." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different features and symptoms: detokenization regression vs table-question-answering crash." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but the failures are not the same concrete bug: transformers chat crash vs streaming chat/completions failure." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure and a PretrainedConfig/pydantic breakage are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and table-question-answering crash are unrelated code paths." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 tied-weight bug and Ovis2 checkpoint corruption are different problems." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Both mention Gemma models, but one is a missing config attribute in vLLM and the other is a device mismatch in forward; not the same bug." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and an MPS MoE histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and an MPS Int histogram error are different failures." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve dtype-related failures, but in different models and code paths; not one duplicate bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3 config attribute error are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-node compile error are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexError-style reports, but one is a mask/tensor shape mismatch and the other is a Zero-3 load-time empty-index failure." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Version incompatibility and a Gemma4 device_map forward mismatch are not the same underlying bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Config-field absence and a pydantic PretrainedConfig regression are related only loosely by v5 changes, not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "CUDA reserved-memory/OOM under int4 quantization and tied-weights translation issues are distinct." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE-related failures: tracing/grouped_mm vs tensor-parallel-only behavior on GPT-OSS." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different models and surfaces: autocast dtype mismatch vs streaming chat/completions failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig pydantic field breakage are different init/config regressions." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch 2.4.1/transformers 5.8.0 incompatibility are too broad and not the same failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding_window handling in Qwen3-MoE and PretrainedConfig pydantic breakage are different issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but one is a mask/tensor mismatch and the other is Zero-3/BertModel loading." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern siglip2 results, but one reports weak embeddings while the other reports nonsensical AutoModel/pipeline output; not enough to \u092a\u0941\u0937\u094d\u091f\u093f same concrete bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error and a torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "GPT-OSS perplexity regression and a generic GLM5 issue are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Gemma3 image-text dtype mismatch and Qwen3.5 embedding unpacking failure are different model-specific regressions." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality error and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both describe the same custom-module loading/caching collision class: local model paths or save_pretrained/from_pretrained cause the wrong remote code module to be resolved." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head in Mistral3 and translation-model tied-weights issues are different model families and failure modes." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and translation-model tied-weight issues are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and removed run-command docs are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative overall. The two accepted soft pairs are the strongest same-bug candidates, and the rejected pairs are mostly defensible separations based on different model families, surfaces, or failure modes. The canonical choice of issue 45698 is also supported by the clearer duplicate linkage to 45632 and its higher discussion activity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45701", + "issue:45800", + "issue:45859" + ], + "soft_pairs": [ + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:44292|issue:45507", + "issue:43644|issue:43950", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43866|issue:44403", + "issue:41628|issue:45800", + "issue:43054|issue:45701", + "issue:43872|issue:44589", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:41762|issue:42915", + "issue:42491|issue:44368" + ], + "prepared_review_unit_hash": "607ac9e33741735aac3865a23516a528e233b29a2d8f1e4432816968fd875bdd", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36367, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers issues around model loading/regressions, but only one soft pair is a true duplicate: the non-persistent buffer corruption regression. The rest share broad themes or model families without the same concrete bug.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43950 is the clearest representative of the duplicate-worthy regression: non-persistent buffers being corrupted on load in Transformers 5.x, which is also stated almost verbatim in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 best captures the only clearly duplicated underlying bug in this cluster and is the most specific, central description of the regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Both involve model loading/fallback edge cases, but one is a FineGrainedFP8Config failure and the other is flash-attn fallback gating; different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weights warnings are unrelated code paths." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same bug as tied-weights handling on translation models." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a docs reference to a removed command are different documentation issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking failure and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization regression and Qwen-3 NVFP4 runtime failure are different problems." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: Transformers 5.x corrupts non-persistent buffers during load; titles describe the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "trust_remote_code missing fields and non-persistent buffer corruption are different regressions." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is degraded text embeddings; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 gradient explosion from 3D position_ids." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch and Gemma3 ZeRO-3 loading IndexError are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint and noisy load-time logging are not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "AutoImageProcessor import failure is not the same as torch/Transformers version incompatibility." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization changes are different behaviors." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes _is_hf_initialized incompatibility and Float8 storage lookup failure are different quantization/runtime errors." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and Molmo missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but zero probabilities and worse text embeddings are not clearly the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash Attention illegal memory access from 3D position_ids and CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different failures." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer loading message and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness with LoRA and int4 reserved-memory OOM are different training/memory issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one reports worse embeddings and the other an HF vs JAX discrepancy; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and inability to load a specific model are different issues." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and broad remote_code breakage are related only at a high level, not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "DeepSeek tokenization/detokenization and GPT-OSS AMD GPU support are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Load-time noise and a specific model load failure are not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing behavior and Qwen3 MoE memory inefficiency are different training issues." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error and GLM5 are unrelated model-loading failures." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 index error and Qwen3Moe FineGrainedFP8Config failure are different model-loading problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The only accepted soft edge, issue:43950 vs issue:44534, is well supported by the nearly identical titles and shared non-persistent-buffer corruption regression. The other pairwise rejections read cautious rather than overstated, and no PR mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45759", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:43827|issue:44509", + "issue:45081|issue:45399", + "issue:43950|issue:45902", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:43257|issue:43866", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:43940|issue:45313", + "issue:42915|issue:43872", + "issue:43854|issue:44863", + "issue:41553|issue:44991", + "issue:42947|issue:45923", + "issue:43257|issue:45305", + "issue:45759|issue:45902", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45663|issue:45823" + ], + "prepared_review_unit_hash": "cf6877b70d5d921d85f3ef02d73f8d14adb71573ccfb5c6f68d341c6cd4f2f30", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37714, + "estimated_input_tokens": 9429, + "estimated_eval_tokens": 19114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct reports. Clear duplicates only for the docs regression, Whisper fbank extraction, the `_is_hf_initialized`/`init_empty_weights` incompatibility, the Qwen video-input regression, and the repeated mask-shape IndexError. The buffer/materialization pair `43950`/`45902` is too weak to merge and should stay separate.", + "confidence": 0.67, + "canonical_issue_reason": "If an umbrella issue is needed, `issue:45020` is the broadest open triage bucket for recent model-loading regressions, but this cluster is too mixed to treat as one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45020` is the best global triage anchor because it is open and broad, though it should not be used to absorb the weaker buffer/materialization report pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure modes; only a high-level runtime/device similarity." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import error vs bitsandbytes constructor regression; unrelated roots." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote-code breakage is not the same concrete device-mismatch bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Registry helper failure is a different code path from remote-code loading regressions." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are different subsystems." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch is not the same bug as the device-mapping failure." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: removed v5 pipeline tasks are still referenced." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex crash is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related materialization/buffer-safety themes, but different concrete failures and no evidence of one shared fix." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code breakage and tokenizer codec regression are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head bug is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Model key error and flash-attn fallback gating do not share a concrete code path." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different model families with different loading failures." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "FP8/Qwen3-MoE failure is not the same issue as remote-code model breakage." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Zero3 index error with BERT is unrelated to Gemma4 device placement." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Same Whisper fbank extraction failure; the model cannot run because that path is broken." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` / `init_empty_weights` incompatibility." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both report the same DeepSpeed ZeRO-3 weight-loading failure pattern on Qwen3-family models." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3-MoE FP8 failure is unrelated to the bitsandbytes regression." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different architectures and different model-loading problems." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad Voxtral tokenizer error and est-roberta tokenizer failure are distinct issues." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing not working with LoRA is not the same as a missing capability flag." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "DeepSpeed weight conversion bug and GAS gradient averaging bug are different failures." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and buffer materialization are different code paths." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected kwarg and mask-shape mismatch are different trainer/runtime errors." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN explosion and flash-attn integration AttributeError are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same indexed-tensor/mask shape mismatch IndexError, just with different dimensions." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes regression is unrelated to CLIPTokenizer max-length handling." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral tokenizer error and sleng-bert loading failure are separate tokenizer/model-loading problems." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 cache crash and NemotronH checkpoint loading failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same Qwen3-VL video-input regression affecting the video path." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training error and void-segmentation-map preprocessing are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF support request and Phi MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is different from the device mismatch report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the rejections are conservative and grounded in the packet, but at least one accepted soft pair overstates the evidence: issue:43950 vs issue:45902. From the titles alone, these look related to buffer/materialization behavior, but not clearly the same bug or a single mergeable PR without more evidence. The summary also calls them a clear duplicate too strongly. Because the review should stay conservative, I\u2019d reject this clustering as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43854", + "issue:43931", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45685", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:44960|issue:44977", + "issue:42491|issue:43720", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43854|issue:43931", + "issue:43708|issue:44075" + ], + "prepared_review_unit_hash": "9de674e634ca89c3d50bb5e417ed15336fe8a34050497880e56e965928d522a2", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36838, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of Transformers regressions and model-loading bugs rather than one duplicate cluster. A couple of pairs are near-identical, especially the Transformers 5 custom model init regressions and the non-persistent buffer corruption reports.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43646 is the broadest and most representative of the repeated Transformers 5 custom-model initialization regressions; it\u2019s the best umbrella-style issue in this set, though many other items are model-specific or unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 has the cleanest generic title, a likely core reproduction path, and matches the main recurring theme in the cluster better than the more niche model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: AudioFlamingo3 track leakage vs Whisper empty-transcription generation." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different feature areas: GGUF support for gpt-oss vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated bugs: non-persistent buffer corruption vs Kosmos2.5 long OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different code paths and models: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention with 3D position_ids." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: Qwen3-VL video StopIteration vs MPS histogram op not implemented for MoE int tensors." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading issues, but one is a missing export and the other is meta-device loading breakage; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Very close duplicate regression: both report Transformers 5 breaking custom model initialization, with 43645 just adding the notebook context." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different problems: GGUF architecture support vs float8 storage type lookup error." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3-MoE FP8 config failure vs meta-device loading issues." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF model architecture support." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3-VL/Qwen3.5 multimodal issues, but the symptoms and paths differ: video StopIteration vs embedding unpacking in TRL SFT." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Different APIs and failure modes: GenerationMixin import error vs Qwen3-MoE FP8 model loading." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping registration bug vs Gemma4 PLE device mismatch during forward are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reported symptoms are too different to confirm the same underlying bug from titles alone." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 long-input index errors." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different error classes and models: video StopIteration vs tensor mask/index shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config loading, but one is strict config gating and the other is a tiny-random GLM4V validation failure; not clearly the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different regression types: DeepSpeed ZeRO-3 Bert initialization vs tokenizer mapping model registration." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both touch BERT/custom model loading, but the zero3 empty-tensor IndexError and tokenizer-mapping failure are different code paths." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping registration failure is unrelated to the generic mask shape IndexError." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both are device/memory related, but one is dequantized model offload loading and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same regression: Transformers 5 filling non-persistent buffers with junk, just worded slightly differently." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same SigLIP2 area, but one is bad outputs and the other is documentation example errors and quantization mismatch." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "No shared bug: a generic GLM5 issue vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different model-loading regressions: Qwen3_MoE LoRA compatibility across hf versions vs BitNet packed-weight unpacking under accelerate." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: ZeRO-3 loading of language_model vs incorrect save_pretrained visual-encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are BERT model load failures, but the titles point to different models and no clear shared root cause." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different hardware/runtime failures: auto device mapping cudaErrorAssert vs Qwen3-MoE FineGrainedFP8Config." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA hf4.x/hf5.x compatibility is unrelated to gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are load errors, but for different models and failure modes: unit-test load regression vs weight-shape mismatch." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic is unrelated to optimizer SGD args being ignored." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Overall grounded and conservative. The cluster reads like a mixed bag of Transformers regressions, with only the 43645/43646 and 43644/44534 pairs looking like close duplicates from the titles alone. One small caution: phrases like \u201clikely core reproduction path\u201d lean a bit beyond the packet, so keep the justification anchored to the title-level evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43257|issue:43854", + "issue:45488|issue:45812", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:44164|issue:44291", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:43335|issue:45663", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:44291|issue:44756", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44292|issue:44912", + "issue:44743|issue:44960", + "issue:43957|issue:44756", + "issue:45276|issue:45292" + ], + "prepared_review_unit_hash": "4af094b2b2f289610ddfff7af07dca56f0c3daec33c837d94513999f6443c0ac", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37135, + "estimated_input_tokens": 9284, + "estimated_eval_tokens": 18824 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated Transformers bugs. The only clear duplicate family is the `resize_token_embeddings` regression across related model classes; most other pairs share only a broad subsystem, not the same concrete bug.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45276 is the best anchor for the only clear duplicate family here: it describes the concrete `resize_token_embeddings` propagation bug in a specific composite model, and it subsumes the more generic/variant reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the most actionable and representative report in the cluster: it states the bug clearly, names the affected model path, and matches the closest duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failure modes: Qwen3 MoE load/conversion vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different concrete failures and likely different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: Qwen3 MoE weight conversion vs an mmap/OOM issue on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different bugs: LoRA checkpoint incompatibility across versions vs a Qwen3-VL shape mismatch on load." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same general model family (SigLIP2), but one is a docs example problem and the other is a model/pipeline inference regression." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Memory-related, but not the same bug: Qwen3 MoE training efficiency vs quantized offloading behavior." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but there is no evidence they share the same root cause or affected code path." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both mention Transformers 5.0, but one is about non-persistent buffers and the other about notebook custom-model initialization." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different components: chat crashes for Qwen3.5-35B vs a Gemma4Processor attribute error in serve." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory/quantization themed, but one is training memory usage and the other is int4 reserved-memory OOM." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve Flash Attention, but the reported crashes are different: packed-sequence misinterpretation vs `s_aux=None` attribute error." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Unrelated: LoRA checkpoint compatibility vs a generic `resize_token_embeddings` output-embedding regression." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` is not propagating updates into model-specific embedding/output modules in related architectures." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Different errors: an import failure for `GenerationMixin` vs Whisper pipeline `return_language` behavior." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying problems, but they affect different model classes and are not clearly the same concrete bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different lifecycle issues: saving/loading `extra_state` vs `init_empty_weights` passing an unexpected argument." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different code paths and symptoms: device-mapped Qwen3 CUDA assert vs batched AudioFlamingo3 leakage across tracks." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model-loading problems; no evidence they share the same fix." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different models and failures; GLM5 is unrelated to the SigLIP2 example issues." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is not the same as a `meta`-device loading bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Related broadly to quantization/offloading, but not the same concrete regression." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different bugs: PEFT gradient checkpointing behavior vs an apex RMSNorm memory leak." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different models and causes: SwitchTransformers sparse-layer construction vs Gemma-4 FSDP2 shared state rebuild." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different issues in composite-model handling; no shared failure mode." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: FSDP2/shared state vs CPU-offload incompatibility in Qwen3_5Moe rotary embedding." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: `init_empty_weights` initialization error vs mmap-related OOM." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model-specific bugs; one is token/embedding leakage, the other is a Gemma4 device mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/OOM scenarios with no clear common underlying bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: GLM-4.7-Flash loading vs Qwen3.5 save_pretrained checkpoint correctness." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization loading issues, but they involve different models and formats (NVFP4 vs MXFP4) and likely different fixes." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated: recurrent state reset bug vs a general GLM5 loading issue." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different load-path issues: `torch.device('meta')` compatibility vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug class: `resize_token_embeddings` not updating the expected output embedding path, with one report being the generic form of the other." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only duplicate family that is well supported by the titles and soft-pair evidence is the `resize_token_embeddings` cluster around issues 45276/45335/45292, and the other pairwise rejections avoid overclaiming shared root cause. No mergeability concerns apply here since this is not a PR pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:39404", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45005", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45902" + ], + "soft_pairs": [ + "issue:45684|issue:45698", + "issue:42947|issue:43381", + "issue:43381|issue:44928", + "issue:45663|issue:45902", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:43257|issue:44863", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:39404|issue:44671", + "issue:45005|issue:45902", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:44164|issue:45759" + ], + "prepared_review_unit_hash": "a886f5bdfd74e9223700f8eb7558789702e872bda25aa75775732a79025a991e", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37931, + "estimated_input_tokens": 9483, + "estimated_eval_tokens": 19222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous. 45292 remains the only clear duplicate anchor, with 45335 as a near-exact match; the Qwen3/Qwen3-VL pair should not be merged as a duplicate on the available evidence.", + "confidence": 0.78, + "canonical_issue_reason": "45292 is the best anchor because it has the clearest true duplicate in 45335 and states the broad underlying resize_token_embeddings propagation bug.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the strongest issue to keep as the dedupe target because it is concrete, broadly phrased, and maps cleanly to 45335.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both touch custom-model save/load, but one is permissions propagation on save_pretrained and the other is wrong module resolution on load; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Same broad gradient checkpointing area, but LoRA/PEFT ineffectiveness and eval-mode prohibition are different failures with different fixes." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing is unrelated to Qwen3.5 RLHF NaNs from 3D position_ids and SDPA fallback." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Both are model-specific state/init problems, but Gemma4 FSDP2 KeyError and Qwen3.5 MoE inv_freq materialization are different code paths." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra_state save/load handling is unrelated to the Strix Halo mmap OOM issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: Qwen VL video-input behavior versus strict config loading." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to resume_from_checkpoint/max_steps calculation." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 shared_kv_states KeyError are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug; 45335 is a specific t5gemma manifestation of the broader output-embedding propagation failure." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are checkpoint-loading complaints, but Qwen3 MOE conversion under accelerate+deepspeed is not the same as NemotronH checkpoint incompatibility." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and a broader load failure for a different model are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook/custom-model init breakage is different from extra_state serialization/deserialization." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different dtype bugs: autocast mismatch in Phi-tiny-MoE versus meta-device loading breakage in other models." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility does not match the model-specific autocast dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to tokenizer behavior changes across versions." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device_map forward mismatch are different issues." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failure modes: Qwen3-VL weight-shape mismatch versus NemotronH checkpoint loading." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The isolated reproduction reference is too opaque to equate with the specific PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 custom-model regressions, but one is base_model_prefix loading and the other is notebook-based initialization." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to non-template-node compilation errors." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility does not match the Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different pipeline-task deprecations." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different export-path bug from Perceiver interpolation/resolution failure." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Shared Qwen3/Qwen3-VL loading context is not enough; one is MOE weight conversion with accelerate+deepspeed, the other is a Qwen3-VL weight-shape mismatch, so the evidence is too weak to call them the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video-input regression and a tensor mask shape IndexError are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression and CamemBERT masked LM predictions are unrelated." + }, + { + "left": "issue:45005", + "right": "issue:45902", + "accept": false, + "reason": "Tied weights on translation models and Qwen3.5 MoE rotary embedding materialization are different issues." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and template-node compilation errors are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility is not the same as Qwen3.5 input-embedding unpacking in TRL SFT trainer." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Extra_state save/load handling and text_config unwrapping for composite configs are different loading paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The 45292/45335 duplicate call is well grounded, but the accepted 43299/43931 soft-edge looks too strong for the packet: one issue is about Qwen3 MOE weight conversion with accelerate+deepspeed, while the other is a Qwen3-VL weight-shape mismatch. The titles indicate related model family/loading context, but not enough to conservatively call them the same underlying bug. The rest of the verdicts are mostly conservative, but this one overstates the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45584", + "issue:45859" + ], + "soft_pairs": [ + "issue:44671|issue:44991", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:43856|issue:44756", + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:43643|issue:44530", + "issue:43883|issue:44488", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:36032|issue:42915", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:43404|issue:44466", + "issue:44987|issue:44991", + "issue:43883|issue:44991", + "issue:43262|issue:43377" + ], + "prepared_review_unit_hash": "4de6142263f09682895a3a5b8c4bd275828d77d25ad1447b2a6c7b53348f3b69", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37688, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous regression reports rather than true duplicates. The only plausible duplicate pair is the GGUF loading regression; the rest differ by model, subsystem, or failure mode. No pull requests are present.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43452 is the broadest and most central description of the GGUF loading regression, covering the shared from_pretrained/gguf_file code path and subsuming the more specific model report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the best representative because it names the generic loader breakage rather than a single model instance, making it the best umbrella issue for the GGUF failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is a CamemBERT masked-LM prediction issue and the other is a tokenizer loading failure for a different model; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer class conflict during load vs GGUF/from_pretrained loading breakage are different code paths and failure modes." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel index error is unrelated to compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is mmap OOM on Strix Halo; different root causes." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures on different models; one is a general load regression, the other is a Mistral regex patch crash." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload related, but one is XLNet CPU placement in relative positional encoding and the other is Qwen3.5-MoE rotary embedding offload incompatibility." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen2.5-VL video input regression." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon warmup TypeError and the _is_hf_initialized regression are different breakages." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both concern tokenizers, but the model families and failure mechanisms differ." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "add-new-model-like mapping logic and compiled flex_attention are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a benchmark and runtime post-processor updates for special tokens are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Loading models with base_model_prefix and non-persistent buffers being filled with junk are separate v5 regressions." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they affect different models and likely different underlying causes." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Audio feature-extractor crash due to an unsupported arg is not clearly the same as the generic _torch_extract_fbank_features issue." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and a template compilation TypeError are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are different subsystems." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and inability to load a specific BERT model are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking and multi-image IterableDataset finetuning failure are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper special-token issues, but one is batch_decode ignoring skip_special_tokens while the other is empty-transcription generation failure; too different to merge." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer load conflict for T5 vs FineGrainedFP8Config failure for Qwen3Moe are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk and custom model initialization breakage are different v5 regressions." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF/from_pretrained loading path breaking in v5; the model-specific report is plausibly the same underlying loader bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "torch dynamo tracing failure in grouped_mm is not the same as a non-template-node compilation error." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model loading failures on different checkpoints; no shared concrete bug is evident." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and PagedAttentionCache invalid group type are different MoE-related issues." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Hidden-state output bug and still-image rope index scaling bug affect different Qwen model paths." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantized-model loading and GGUF loading are separate loading problems." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict and Jupyter custom-model initialization breakage are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "lm_head tie missing in Mistral3 and inconsistent serialization of lm_head.weight are related thematically but not the same concrete bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Two different model-loading failures with different triggers; not the same underlying issue." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "all_tied_weights_keys attribute error and tokenizer loading failure for a specific model are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate default issue and MIMI batched-vs-single padding-mask bug are different." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The GGUF pair (issue:43452 / issue:43482) is the only clearly plausible duplicate, and the rest of the soft-edge rejections are appropriately cautious given the differing titles, subsystems, or model families. No PR pairs are present, so there is nothing mergeability-related to flag." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43818", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:45084|issue:45507", + "issue:43994|issue:44610", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:45216|issue:45357", + "issue:44451|issue:45081", + "issue:44220|issue:44683", + "issue:44987|issue:45081", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:44479|issue:45325", + "issue:36032|issue:43742", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:42915|issue:44589", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:40990|issue:44811", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44079|issue:45663", + "issue:41553|issue:43582", + "issue:43632|issue:44534", + "issue:42175|issue:45542", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "6ae41cf5e649f457975dd0b4f5c3125ca7653c98837374a964a5592244e7af42", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37208, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose collection of unrelated Transformers issues with a few true duplicate-like pairs. The clearest duplicate families are Qwen3.5 save_pretrained regressions, Qwen2.5-VL video position-id regression, and TensorFlow backend install packaging.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45216 is the cleanest umbrella for a concrete regression with a clear follow-up duplicate (issue:45357) and a specific loading/saving failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest canonical issue candidate in this set because it describes a concrete, version-linked regression rather than a vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs and code paths: template compilation failure vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model complaints, but they describe different failures: bad SigLIP2 outputs vs OmDet-Turbo size mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated regressions: custom model initialization vs non-persistent buffer initialization." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal models and failures: Llava Next loading segfault vs Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Different underlying issue; one is notebook/custom model init, the other is buffer junk in v5." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Logging/noise during loading is not the same as a tokenizer patch crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different audio-model bugs: padding-mask batching mismatch vs DAC latent/STE mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "No shared code path; FP8 config failure is unrelated to template compilation." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet-Turbo preprocessing size mismatch." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression; 45357 looks like a narrower follow-up about the same incorrect checkpoint contents." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenization/loading failures; no evidence of the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems entirely: fbank feature extraction vs compiled flex_attention." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading failures; only superficial similarity in being tokenizer/model load issues." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied embeddings, but one is a missing weight tie in a model class and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformer v5 flag regression is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different failure modes: Qwen3Moe FP8 config vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-arg conflict is unrelated to the physical-intelligence/fast loading failure." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Same Qwen2.5-VL video/temporal-position regression; 45325 appears to pinpoint the root cause behind the broader video-input regression." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different tokenizer/model-loading bugs with no shared concrete code path." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL failures: iterable-dataset multi-image finetuning vs temporal position-id scaling." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention FP8/floating-point8, but one is a config failure and the other is a missing storage type; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading regression is unrelated to non-persistent buffer corruption." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different models and mechanisms: Qwen3-MoE sliding_window vs granite_speech config strictness." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity issue is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is not the same as a noisy load warning bug." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states are different bugs." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "The _is_hf_initialized regression is unrelated to non-persistent buffer junk values." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Same packaging/backend problem: TensorFlow is missing from the installed backend path and triggers TF-backend errors." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained key issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is mostly grounded in the packet, and the rejected soft pairs are conservative. The accepted Qwen3.5 save_pretrained and TensorFlow-backend pairs are well supported by the titles; the Qwen2.5-VL video/position-id pair is somewhat inferential but still plausibly related rather than overstated. Overall this looks acceptable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:43421|issue:44568", + "issue:44462|issue:45812", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:44829|issue:45479", + "issue:44683|issue:45020", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:43482|issue:45538", + "issue:35707|issue:40444", + "issue:44079|issue:44534", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43994|issue:44898", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482" + ], + "prepared_review_unit_hash": "5c1d7744cef7c84d42f208d29d7279fa26c0d5f216709601a725b6779d5f0fb3", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36832, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of transformer regression issues across loading, tokenizers, Qwen/VL, attention, and model-init behavior. I see one strong near-duplicate candidate around Qwen2.5-VL position/rope indexing, but the rest are distinct bugs.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the shared theme: Transformers v5 model-loading/init regressions. It is more central to the cluster than the model-specific tokenizer, vision, or training bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single issue to anchor this cluster because it captures the common v5 loading/init breakage pattern that recurs across several items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Both involve memory/device behavior, but one is gpu/cpu offload loading and the other is Qwen3 MoE training memory usage; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer special-token handling, but one is runtime post-processor updating and the other is add_special_tokens behavior for a specific tokenizer." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but they describe different failures: ignoring tokenizer.json vs wrong token IDs for Granite models." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different problem scopes: multi-GPU training for Qwen2-VL vs iterable-dataset failures with multiple images per prompt." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "One is a model runtime failure, the other is a float8 storage lookup/type error; no clear shared code-path." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect training, but one is flash_attention_3 degeneracy and the other is a classification loss bug for num_labels=1." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch flex_attention compilation failure and remote_code loading regressions are unrelated issues." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs tokenizer loading regression for one specific model family; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode and a missing supports_gradient_checkpointing flag are different issues." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to iterable dataset multi-image finetuning failures." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal behaviors." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are different model/config regressions." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is not the same as the float8 storage lookup failure." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different bugs: MIMI batching/padding-mask support vs Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate regressions." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image finetuning failure is unrelated to Qwen2.5-VL video position-id computation." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and Mistral tokenizer regex crash are different code paths." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and dtype mismatch inference bugs are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatches are different v5 regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL position-id/rope-index computation in v5.3.0, affecting still-image and video paths in the same model family." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but one is specifically about base_model_prefix loading and the other about custom model initialization; not clearly the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Perceiver non-default resolution failure are distinct model-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied weights, but one is a specific model not tying weights and the other is inconsistent serialization behavior; too different to merge as one bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id bug and Kosmos2.5 OCR long-input index error are different issues." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper model runtime failure and meta-device loading regressions are not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and GGUF loading failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary correctly treats the cluster as mostly heterogeneous, and the single accepted soft pair (45325/45381) is a plausible near-duplicate based on the shared Qwen2.5-VL position-id/rope-index theme. The rest of the pair rejections are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:43881|issue:44488", + "issue:43262|issue:43746", + "issue:44291|issue:44877", + "issue:44568|issue:45920", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:43317|issue:43873", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:39692|issue:40444", + "issue:43572|issue:45759", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:43526|issue:43883", + "issue:43749|issue:44534", + "issue:44466|issue:45357", + "issue:43454|issue:43720" + ], + "prepared_review_unit_hash": "0e9a59f2d901a84ce7938c90e628991f9a9f2781711b7a177650286122d4159f", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36587, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct regressions around loading, offloading, tokenization, config handling, or model-specific multimodal behavior. The soft pairs share broad subsystem vocabulary but not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43873 is the broadest representative of the offloading/quantization subgroup and is open, but it is not a true duplicate umbrella for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single representative if one issue must be chosen because it covers the most central repeated theme here: offloading/device-map behavior under quantization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention CUDA/OOM, but one is a Transformers 5.x int4 quantization memory regression and the other is a model-specific Sam3Video OOM. Different root causes." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM/Transformers 4.53 is unrelated to a torch 2.4.1 vs Transformers 5.8 incompatibility. Same area, different bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope position scaling are unrelated code paths." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal/device issues, but one is a video-input regression in Qwen variants and the other is a Gemma4 PLE device mismatch during forward. Not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "GLM-4V-9B loading failure and failure to load cjvt/sleng-bert are unrelated model-loading problems." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default mismatch is unrelated to GraniteSpeech PEFT local-checkpoint loading." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights and strict config rejecting granite_speech are both config-related, but they are different failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "A specific add_special_tokens tokenizer regression is not the same as a broader AutoTokenizer wrong-token-ids regression across many models." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for BarkSmall is unrelated to torch.export.export failures with torch_compilable_check." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failure after align_special_tokens are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading with quantization and tokenization changing across versions are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading/quantization, but one is a dequantized-model load failure on gpu+cpu offload and the other is a broader quantized offloading issue. Too different to merge." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "inputs_embeds/past_key_values generation and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU-offload device mismatch and DAC.from_latents/forward STE mismatch are unrelated model bugs." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying failure in AyaVisionConfig is unrelated to a Bamba torch.compile SDPA failure." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map/forward failures, but the models and concrete failure modes differ completely." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug and OmDet-Turbo processor/model image-size mismatch are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied-weights serialization and bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding mask support in MIMI encoder is unrelated to Perceiver interpolation/position-encoding behavior." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors and Qwen2.5-VL iterable-dataset multi-image finetuning failures are distinct multimodal bugs." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and failure to unwrap text_config in composite Qwen multimodal configs are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE loading with accelerate+deepspeed and missing supports_gradient_checkpointing on a trust_remote_code variant are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a language model benchmark and gradient checkpointing ineffective with PEFT LoRA are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and missing all_tied_weights_keys on MolmoForCausalLM are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization in v5 are different loading/runtime issues." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization and incorrect visual encoder keys in Qwen3.5 save_pretrained are both serialization bugs, but not the same one." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision tied-weights bug and BitNet packed-weight unpacking during accelerate loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43881|issue:44991", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:40990|issue:45701", + "issue:43404|issue:45357", + "issue:45632|issue:45684", + "issue:44186|issue:45072", + "issue:42617|issue:42915", + "issue:43873|issue:44756", + "issue:43577|issue:43708", + "issue:44423|issue:45406", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:44671|issue:44743", + "issue:43526|issue:43881", + "issue:45081|issue:45812", + "issue:41720|issue:45161", + "issue:43531|issue:43572" + ], + "prepared_review_unit_hash": "1500bd448ba6d87adf9076077151f09c1895c230dd3693b645229f6ce631a45f", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37424, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated standalone bugs across different models, processors, and trainer paths. None of the soft pairs look like the same underlying defect, so I would keep them separate. If forced to pick one representative issue, 45812 is the broadest active regression in the set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the broadest active regression here: it is open, has inbound references, and affects tokenization across all Granite models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and failure modes: GLM-4V loading vs EST-RoBERTa tokenizer loading." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are load/runtime crashes, but they involve different models and distinct code paths (device mapping assert vs Llava Next segfault)." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Granite speech strict-config loading are separate configuration/model issues." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device-mapping assert is not the same bug as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma generations and different failures: variable-name collision vs device mismatch in forward." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on GPT-OSS and tokenization changes across versions are related only loosely; not the same concrete defect." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained key serialization are unrelated bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and permission propagation in save_pretrained are different filesystem behaviors." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different model/runtime problems." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading issues and Strix Halo mmap OOM are both memory-related but not the same code-path bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading bug and Trainer checkpoint-resume max_steps bug are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both hit serving paths, but one is a multimodal batching crash and the other is a missing _tokenizer attribute in Gemma4Processor." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization reserved-memory regression and T5 apex RMSNorm memory leak are different memory issues with different root causes." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage is unrelated to 3d_parallel.py startup failure." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for EST-RoBERTa are separate issues." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and BitNet packed-weight loading are unrelated model/runtime bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature regression does not match a Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video-shape handling and tokenization changes are different subsystems." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image inputs, but OmDet-Turbo uses the wrong processor size while Perceiver fails on non-default resolution handling." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer padding/truncation crashes and image processor resolution mismatch are not the same defect." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression across Qwen VL models and Qwen3.5 SFT embedding unpacking are different failures." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and mechanisms: SDPA/compile failure vs CPU-offload device mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload bug are separate configuration issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model offload loading failure do not share the same root cause." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 and version-dependent tokenization changes are not the same concrete bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are unrelated model behaviors." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction bug and GLM-4V loading failure are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crashing during tokenizer load and Granite token-ID regression are different tokenizer bugs." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device mapping and GPT-OSS MoE tensor-parallel-only failure are different distributed-loading issues." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLm pad_token_idx config 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": 17, + "review_unit_index": 13, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:43421|issue:45812", + "issue:42915|issue:43322", + "issue:44186|issue:44361", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:44492|issue:44509", + "issue:33357|issue:35707", + "issue:43421|issue:45701", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:34634|issue:41720", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:43782|issue:45381", + "issue:44898|issue:45072", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:45759|issue:45859" + ], + "prepared_review_unit_hash": "d20d476bd29e5e45a83d7e8af63ccab9f99fbad6b3c59f5b4798fefce7ee4169", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36471, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. The only clear duplicate-style pair is the two Qwen2_5_VLProcessor apply_chat_template crashes on batched input with padding=False; the rest share broad themes (tokenizers, Qwen, offloading, multimodal) but not the same concrete bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44514 is the clearest canonical issue: it is the earlier report of the exact batched-input/padding=False crash, and issue:44545 appears to be the same bug phrased almost identically.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best representative issue because it captures the only strong duplicate pair in the set and has the cleanest, most specific description of the underlying failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen multimodal models, but one is a video-processing ValueError and the other is a weight_only loading error for a different model path; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and inability to run 3d_parallel.py are unrelated issues with no shared concrete code path." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is about runtime post-processor updates and the other is a silent token-ID regression for Granite models; different failures and fixes." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are different model-loading bugs." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/task crashes, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "One is a metrics-gathering label truncation bug; the other is a SAM3 text/bounding-box behavior issue. Not the same underlying defect." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and stale docs mentioning removed pipeline tasks are separate documentation issues." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with a CLIP model and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Both touch tokenization, but one is a runtime post-processor update bug and the other is a broad version-dependent tokenization change report; not the same concrete issue." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "A800 auto-device-map cudaErrorAssert and GraniteSpeech PEFT local checkpoint loading are different loading/runtime problems." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch for suno/bark-small and BitNet packed-weight unpacking during accelerate loading are both load-related, but they are distinct bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset handling are unrelated processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and a T5 apex memory leak are different issues." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same processor, same batched-input case, same padding=False crash; the titles and described failure align closely enough to be duplicates." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification configuration, but one is Qwen3.5 num_labels propagation and the other is a generic zero-loss problem with num_labels=1; different root causes." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "The CPU offload device mismatch and the BigBirdTokenizer special-token/decode issue are entirely different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and from_config not unwrapping text_config in composite Qwen multimodal configs are not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor updates and DiaConfig losing custom token IDs after save/load are separate tokenizer/config issues." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with past_key_values are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings during LoRA fine-tuning and incorrect visual encoder keys saved by Qwen3.5 are different problems." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen2.5-VL video vision_position_ids are both VL-related but not the same code-path bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different failure mechanisms." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading physical-intelligence/fast and PIL processors requiring torchvision are separate regressions." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary correctly centers the only clearly duplicate-looking pair in the packet, and the soft-edge rejections stay appropriately cautious without overstating evidence. The canonical issue choice is also supported by the earlier timestamp and near-identical title." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:42886", + "issue:43295", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "soft_pairs": [ + "issue:45704|issue:45923", + "issue:43531|issue:44589", + "issue:44918|issue:44936", + "issue:44062|issue:44451", + "issue:45663|issue:45923", + "issue:43421|issue:43653", + "issue:39692|issue:44610", + "issue:45588|issue:45759", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:45356|issue:45907", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:43596|issue:44220", + "issue:43746|issue:45381", + "issue:43540|issue:44008", + "issue:43720|issue:43819", + "issue:43618|issue:43697", + "issue:45183|issue:45479", + "issue:44220|issue:44661", + "issue:43653|issue:43720", + "issue:30064|issue:36010", + "issue:43335|issue:43756", + "issue:43295|issue:45834" + ], + "prepared_review_unit_hash": "8fa040c68357dbf4ab15dd57a2af7090a999e9abf41cc6c7cb3d430755d737ec", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37147, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad themes like tokenizers, multimodal models, or offline loading, but they do not describe the same concrete bug or change. I would not merge any of the candidate pairs.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the clearest single report: it names a specific failing path (`_patch_mistral_regex` / `model_info()`), gives a focused offline-mode regression, and is more actionable than the rest of the mixed bag.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Different failures: T5 RMSNorm memory leak vs missing `supports_gradient_checkpointing` on Nemotron-3-Nano-Omni." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated bugs: Qwen3-MoE `sliding_window` behavior vs a Float8 storage import/type error." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: Qwen3.5 embedding unpacking in SFT vs `trainer.evaluate()` after `trainer.train()`." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken` constructor argument collision is unrelated to ScandiBERT model loading failure." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 `shared_kv_states` KeyError is unrelated to Nemotron gradient-checkpointing flag." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern tokenizers, but one is runtime post-processor updates and the other is BigBird mask-token registration/empty decode." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal problems: SigLIP2 doc example/quantization issues vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is unrelated to Qwen multimodal `text_config` unwrapping in `from_config`." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline/tokenizer loading, but 44843 is a specific `_patch_mistral_regex`/`model_info()` bug while 42886 is a broader cache-load failure." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 training gradient blow-up." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token/post-processor update is not the same as LayoutLMv2 NER padding/truncation crashes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific output quality regressions: SigLIP2 inference vs CamemBERT masked LM predictions." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing `pad_token_id` on `Llama4Config` is unrelated to Qwen3-MoE `sliding_window` behavior." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 Apex RMSNorm leak and Qwen3_5Moe CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Related tokenizer-regex area, but one is an AttributeError on `backend_tokenizer` and the other is a codec-handling regression/warning issue." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/quantization errors are unrelated to general offloading-not-working-with-quantization behavior." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression in Kimi-K2.5 is unrelated to `list_repo_files` failing to forward `revision`." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Adapter loading from local checkpoints is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image failure is unrelated to GraniteSpeech PEFT adapter loading." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3 init on BertModel is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "GraniteSpeech adapter loading and Qwen2.5-VL video `vision_position_ids` are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to Gemma 3n `audio_mel_mask` variable collision." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC latent/STE mismatch are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is unrelated to RTDetrV2 output differences." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR messaging bug is unrelated to the single-label classification zero-loss regression." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction failure is unrelated to `add-new-model-like` failing in `TOKENIZER_MAPPING_NAMES`." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration bug is unrelated to BitNet accelerate-loading unpacking." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and `GenerationMixin` import failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer drop are different model-configuration bugs." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Custom processor/tokenizer image regression is unrelated to Kosmos2.5 long OCR index errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834" + ], + "soft_pairs": [ + "issue:43716|issue:44008", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43322|issue:45685", + "issue:44062|issue:44488", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43577|issue:43818", + "issue:43531|issue:43643", + "issue:43421|issue:44811", + "issue:43653|issue:43819", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:44485|issue:44509", + "issue:39692|issue:45834", + "issue:43644|issue:43749", + "issue:44821|issue:45084", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:44186|issue:44442", + "issue:43825|issue:43827", + "issue:43577|issue:43582", + "issue:44479|issue:45834" + ], + "prepared_review_unit_hash": "ba4ac4b2191cc6bb97936822564f64be7e57dcef8f5efd8c82896361f730151e", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36173, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "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. Only two soft pairs look like true duplicates/near-duplicates: the v5 pipeline-removal docs/error-message fallout, and the remote_code breakage caused by removal of `is_torch_fx_available`.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the broadest open umbrella in the set, centered on recent `remote_code` regressions and able to absorb the more specific breakage reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best global representative because it captures a cross-cutting compatibility regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different bugs in different code paths: image preprocessor dtype mismatch vs a Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated model failures: Bamba torch.compile/SDPA issue vs dtype mismatch in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failures; no shared concrete bug path." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "A Llava Next loading segfault and an MPS histogram kernel limitation are not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-loading themed, but the failures are different and not clearly the same underlying defect." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Completely different model/component paths: LayoutLMv2 tokenizer crash vs Perceiver image classification resolution issue." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch `_patch_mistral_regex`, but one is an offline `model_info()` call and the other is an attribute error on tokenizer internals; too distinct to merge as duplicates." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated bugs." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and `trust_remote_code` config field loss are separate issues." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve token handling, but one is runtime special-token updates and the other is Whisper decode behavior; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token registration and DAC latent/forward mismatch are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Different config-loading problems with no shared concrete failure path." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related Qwen issues, but they affect different models and different failures." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3-family issues: weight-only loading error vs flash-attention generation failure." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Separate model regressions with different symptoms and code paths." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription behavior and Kosmos2.5 long-OCR indexing are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline/model output problems, but one is a v5 pipeline deprecation message and the other is a SigLIP2 model-output regression." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": true, + "reason": "`issue:44561` is a specific `remote_code` breakage caused by removing `is_torch_fx_available`; `issue:45020` is the broader umbrella for the same class of recent `remote_code` regressions." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion and pipeline-doc references are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch and Kosmos2.5 OCR indexing are different problems." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are distinct issues." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a Jinja/template compilation error are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation maps and CustomTrainer compute_loss kwargs are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen device-mapping crash and tokenizer-loading failure for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash and FastSpeech2Conformer AutoTokenizer loading are different failures." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": true, + "reason": "Both are fallout from v5 pipeline removals: one is incorrect error text, the other is stale docs still referencing removed pipeline tasks." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon allocator warmup TypeError do not share the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and failure modes: Qwen video-input regression vs Kosmos2.5 long OCR input indexing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays fairly conservative. The choice of issue:45020 as the broad umbrella for recent `remote_code` regressions is well supported by the title, and the two accepted soft pairs are plausibly same-bug/near-duplicate umbrella cases. The rejected pairs mostly track clearly different models, components, or failure modes, so I don\u2019t see obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43582", + "issue:43606", + "issue:43638", + "issue:43650", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803" + ], + "soft_pairs": [ + "issue:44805|issue:44936", + "issue:44671|issue:45701", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:45459|issue:45803", + "issue:34634|issue:36331", + "issue:45084|issue:45538", + "issue:43653|issue:44912", + "issue:43329|issue:45600", + "issue:43742|issue:45020", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:43257|issue:43696", + "issue:44589|issue:45042" + ], + "prepared_review_unit_hash": "79929f7b3c6599a2c5a15f076c0ebd168267f88e06d86834a959b7d330e90d12", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36441, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct Transformers bug reports that only look similar at a high level (loading, tokenization, dtype, processor, or trainer issues). I do not see any pair that should be merged as true duplicates or same-code-path fixes.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella here: it describes recent Transformers versions breaking remote_code models, which overlaps with several loading/tokenizer regressions, but it is still too general to be a strong duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single representative for the cluster because it is open, broad, and captures the widest class of version-regression loading failures among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: mask/index shape mismatch vs evaluate-after-train behavior." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM predictions bug is not the same as a generic tokenization-version change report." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different code paths." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice_preset malfunction is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch vs inference dtype mismatch; not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only load error and rope-index scaling bug are different issues." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking in BitNet is separate from bfloat16 dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend in torch install is unrelated to a Mistral tokenizer regex crash." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor attribute errors, but they affect different models and different missing attributes." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized are different loading bugs." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but different models and different tie-weight warning behavior." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A non-technical placeholder issue is not a duplicate of a reproduction for issue 38071." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to DAC latent reconstruction mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT reduce_labels bug and RTDetrV2 output drift are different model behaviors." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "No shared code path: BEiT label reduction vs MPS attention correctness." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both are bad exception handling, but they are different functions and different swallowed errors." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor preset handling is unrelated to CustomTrainer.compute_loss kwargs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length bug are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token registration and MXFP4 quantization fallback are separate issues." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined multimodal-token variables and stale auto_mappings config references are different CI/code bugs." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error may be version-related, but it is not the same concrete bug as remote_code breakage in general." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/Bert index error and trainer.evaluate() failure after train are distinct trainer/runtime problems." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading issue and multimodal token counting bug do not share a fix." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file and EMBEDDIA tokenizer loading regression are different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Weight conversion/loading bug is not an out-of-memory issue." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and torchvision requirement 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": 17, + "review_unit_index": 17, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:38175|issue:44610", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43454|issue:43577", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:43531|issue:45042", + "issue:43749|issue:44756", + "issue:44849|issue:45701", + "issue:36010|issue:36331", + "issue:44568|issue:45356", + "issue:43643|issue:45759", + "issue:44568|issue:45488", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43606|issue:45859", + "issue:43257|issue:43756", + "issue:43697|issue:45357", + "issue:43452|issue:43582", + "issue:44987|issue:45538", + "issue:44291|issue:45042", + "issue:44479|issue:45381", + "issue:42915|issue:43742" + ], + "prepared_review_unit_hash": "9dd1b3a2f9452fa9b2dc028957d1462187cdf7dcf3825ab877e5bd390311a5d0", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36350, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These pairs are mostly loose topical matches across transformers/model-loading regressions, not true duplicates. The issues usually involve different models, different failure modes, or different code paths, so none of the soft edges should be merged. No PRs were provided.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella item here: it describes version-dependent tokenization changes and has multiple references, making it the best representative of the only partially shared theme in this set. The other issues are more specific and not duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "45701 is the most general, central issue among the set and best serves as a representative anchor for the tokenization/regression subgroup. It still should not absorb the more specific model-, processor-, or loading-related bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model bugs, but one is unexpected zero probabilities in SigLIP2 and the other is a processor/model input-size mismatch in OmDet-Turbo. Different models and different failure modes." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen-related loading/generation problems, but one is a unit-test model-loading issue and the other is a flash-attention generation regression. Not the same code-path bug." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs example errors are about example/model-processor mismatch and quantization failure; git-oss-20b MXFP4 is a quantization fallback/loading issue. Distinct bugs." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents vs forward mismatch is a codec/quantization consistency bug, while DiaConfig loses custom token IDs on save/load and breaks generation. Unrelated subsystems." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and notebook custom model initialization problems are both Transformers 5 issues, but they affect different APIs and causes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying failure causing garbage text is a multimodal weight-tying bug; Blip2 dtype staying float32 is a loading/dtype propagation issue. Not duplicates." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed weights not unpacked during accelerate loading is a model-loading bug; OmDet-Turbo\u2019s 640px processor output is an image preprocessing mismatch. Different paths." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile+SDPA failure is a compilation/runtime issue, while git-oss-20b MXFP4 falling back to bf16 is a quantization loading issue." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template defaulting to 16kHz is a sampling-rate default bug; Whisper batch_decode ignoring skip_special_tokens is a decoding-parameter propagation bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The video branch undefined-variable bug in _get_num_multimodal_tokens is a helper logic error; the v5.3 video regression spans multiple VLMs and position-id handling. Related area, different defect." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend requiring torchvision are unrelated regressions in different subsystems." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING is a distributed-loading regression; Disable mmap on Strix Halo is a platform-specific OOM workaround. Not the same issue." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is a model forward-path regression, while 45701 is a broad tokenization-change report. Different functionality." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import error and CustomTrainer.compute_loss num_items_in_batch TypeError are both API regressions, but they involve unrelated modules and fixes." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "mdeberta-v3-base add_special_tokens regression and Kimi-K2.5 codec handling warning/regression are tokenizer issues, but they affect different tokenizers and behavior." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code and AutoModelForCausalLM.from_config not unwrapping text_config are both config-loading issues, but the API failures differ." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but one is BOS/EOS insertion in mdeberta and the other is LlamaTokenizer overriding ByteLevel with Metaspace for DeepSeek models. Not duplicates." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting not updating and gpt-oss-20b perplexity are unrelated training/benchmarking problems." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video-token helper variables and batched video processor shape are both video-path issues, but one is a missing-symbol bug and the other is an output-shape bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE weights not converted under accelerate+deepspeed and Qwen3-VL-30B shape mismatch are both loading issues, but they target different model families and failure modes." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and Qwen3_5MoeTextRotaryEmbedding incompatibility with CPU offload are both offload-related, but they are separate model-specific bugs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is a loading/conversion bug; Smollm3 RoPE layer dropping is a model-architecture mismatch. Different defects." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 different outputs in Transformers v5 and Qwen3.5 save_pretrained saving wrong visual encoder keys are both regressions, but one is inference behavior and the other is serialization." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file breaking from_pretrained and caching_allocator_warmup TypeError on Apple Silicon are unrelated loader/platform issues." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast fails in v5.1.0, while CLIPTokenizer using 10**30 model_max_length is a tokenizer constant bug. No shared code-path." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights unexpected _is_hf_initialized argument and PIL backend requiring torchvision are entirely separate regressions." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "v5.3 video input regression across Qwen VLMs and qwen2.5-vl video vision_position_ids bug overlap in subject area, but one is broad regression and the other is a specific positional-id error." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe failing with FineGrainedFP8Config and MobileLLM-125M key error during load are different model-loading problems with different causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45907" + ], + "soft_pairs": [ + "issue:33357|issue:34567", + "issue:44987|issue:45907", + "issue:41720|issue:43540", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:42915|issue:45538", + "issue:43317|issue:45538", + "issue:42175|issue:43824", + "issue:43577|issue:45072", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:42175|issue:44938", + "issue:44062|issue:44991", + "issue:38175|issue:44898", + "issue:45137|issue:45405", + "issue:42175|issue:44488", + "issue:44737|issue:45588", + "issue:43906|issue:45381", + "issue:28282|issue:34689", + "issue:42915|issue:43749", + "issue:43526|issue:45479", + "issue:43742|issue:44291", + "issue:43582|issue:43782", + "issue:28282|issue:29127", + "issue:43756|issue:45325", + "issue:43540|issue:45823", + "issue:43493|issue:43994", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44062|issue:45081" + ], + "prepared_review_unit_hash": "2cc850285e44b37ac9d16a04d3f658af64d773485952bd2ab3205251ae9fe7ce", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36329, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous closed issues. The clearest duplicate-like cluster is the Qwen video-input regression area, but it should be handled conservatively: 44479 is the strongest anchor, 43540 looks adjacent/possibly related, and 44560 does not have enough concrete evidence to be merged with 43540. A second plausible cluster is the SigLIP2 discrepancy pair (43493/43994). No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 44479 is the broadest, most root-cause-oriented Qwen video-input regression report, so it is the best anchor for the limited Qwen-related overlap in this packet.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest representative issue because it describes the shared Qwen video-input regression at the highest level; 43540 is the closest neighboring symptom, while 44560 is not supported strongly enough to join the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Different failures in unrelated areas: CLIP/MacOS bus error vs TrainerState token counting." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different bug classes: model loading failure vs repository file listing not forwarding revision." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both mention Qwen, but the concrete failures differ: auto device-map cuda assert vs video-input ValueError." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: FineGrainedFP8/Qwen3Moe config handling vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: DiaConfig save/load token IDs vs MXFP4 quantization fallback to bf16." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Only broad loading overlap; one is Qwen3Moe FP8 config, the other is CLIPTokenizer max-length metadata." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Different problems: device_map/offload dequantized loading vs tokenizer max-length metadata." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend install issue vs missing Qwen2.5-VL export/import symbol." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and likely different initialization paths." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": true, + "reason": "Same Qwen video-input regression family: 44479 describes the broader v5.3.0 breakage, and 43540 is a narrower symptom in that area." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Only generic Qwen/video similarity is visible; there is no explicit shared target, code path, or other concrete evidence that these are the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend install issue vs a Python 3.14 import/load failure; no shared underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer construction bug vs tokenizer loading failure for a specific model; too different to merge." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model behavior issues, but they concern different models and mechanisms." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Different failures: missing TensorFlow backend in torch install vs loading a specific model checkpoint." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor creation bug vs flash-attention sinkless-model AttributeError are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "The title only shows a reproduction of an older issue; there is no clear evidence it is the same bug as the Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are model-loading problems, but they involve different models and different error modes." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8/Qwen3Moe configuration issue vs broken FSDP CPU RAM-efficient loading; different layers of the stack." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different label-handling bugs: image processor reduction vs degenerate zero loss in sequence classification." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError while loading one model vs init_empty_weights signature mismatch in a different code path." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs Qwen3VL weight_only loading error are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch vs LayoutLMv3 box-content error; no shared bug." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different RoPE/position-id issues in different model families; too little evidence of a shared root cause." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input processing bug vs Gemma4 PLE device-mismatch during forward are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 underlying discrepancy: one reports divergence from the original JAX implementation, the other reports nonsensical outputs from AutoModel/pipeline on the same model family." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter update bug vs CustomTrainer compute_loss signature breakage; different trainer issues." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different load-time failures: init_empty_weights argument mismatch vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken duplication bug vs Mistral regex patch crash; both tokenizer-related but not the same defect." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is broadly grounded, but one soft-edge accept is too strong for the evidence provided: issue:43540 vs issue:44560 is only supported by generic title similarity (both involve Qwen/video), while the packet gives no explicit links, shared targets, or other concrete evidence that they are the same bug or mergeable into one PR. The Qwen video-input cluster should be described more conservatively. The other false verdicts look fine." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45440", + "issue:45600", + "issue:45823", + "issue:45920" + ], + "soft_pairs": [ + "issue:45357|issue:45920", + "issue:43643|issue:45375", + "issue:44792|issue:44964", + "issue:43452|issue:44488", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:43688|issue:43749", + "issue:44484|issue:44704", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:41762|issue:44936", + "issue:43452|issue:43577", + "issue:24643|issue:29127", + "issue:44625|issue:44877", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:43643|issue:44561", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:44936|issue:45823", + "issue:43688|issue:45440" + ], + "prepared_review_unit_hash": "fc3beb990c5cd60f86ff86b8ba32d656f9d15cf735e71087d84dd59983e99c2b", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36161, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not duplicates of one another; they are a grab-bag of unrelated HF/Transformers issues with only superficial title similarity. The soft pairs mostly share broad themes like tokenizer/config/model-loading regressions, but they point to different code paths and should stay separate.", + "confidence": 0.93, + "canonical_issue_reason": "No true canonical duplicate exists for this set because the issues are distinct. If one must be chosen as the representative, issue 45920 is the broadest open regression report and most umbrella-like.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best representative only in a loose clustering sense: it is broad, current, and covers a general tokenizer regression affecting multiple models. That said, it should not be treated as a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different bugs: Qwen3.5 save_pretrained visual-key serialization vs general AutoTokenizer token-id regression across several models." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but one is trust_remote_code AutoConfig object loss and the other is a missing Qwen3_5MoeVisionConfig field." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failures: janus test failure vs Phi-4-multimodal load failure." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is gguf_file/AutoTokenizer+AutoModel and the other is a specific model load failure for cjvt/sleng-bert." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Both touch image/tokenizer internals, but one is PIL backend torchvision dependency handling and the other is a Mistral regex crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load-path failures: MobileLLM key error vs Float8 storage lookup during deserialization." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a PEFT version pin problem; the other is stale auto_mappings entries for removed Sam3LiteText configs." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different issues: RTDetrV2 output mismatch in v5 vs Qwen3.5 checkpoint save regression." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Both mention loading/training infrastructure, but auxiliary-loss normalization is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to AutoProcessor forwarding kwargs to cached_file." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve chat/template or vision inputs, but one is batching crash in apply_chat_template and the other is wrong vision_position_ids for Qwen2.5-VL video." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to Perceiver image classification on non-default resolution." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load index error is unrelated to trainer.evaluate() failing after training." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Both concern model/tokenizer loading, but gguf_file breakage is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight dimensionality error and LayoutLMv3 box validation/error-message clarity are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech config are different config bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template related, but one is batched padding behavior and the other is assistant tool-call handling." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage is unrelated to the mistral regex offline model_info bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Serialization of tied lm_head weights is distinct from tied-weight issues in translation models, even if both mention weights." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Different root causes: missing fields from trust_remote_code AutoConfig versus removal of is_torch_fx_available breaking remote-code models." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents mismatch is unrelated to Whisper processor.batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer API regression is unrelated to Kimi-K2.5 tokenizer codec handling and warning text." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to mdeberta-v3 add_special_tokens not adding BOS/EOS in v5." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Qwen3.5 recurrent-state reset in modular_qwen3_5.py." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle behavior and Gemma4 PLE device mismatch are separate problems." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary loss normalization in MoE models is unrelated to DeepseekV3MoE divergence from remote implementation." + } + ] + }, + "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": 17, + "review_unit_index": 20, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43278", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:44991", + "issue:45325", + "issue:45357", + "issue:45588", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43688|issue:45704", + "issue:43653|issue:44361", + "issue:30064|issue:33666", + "issue:41720|issue:43906", + "issue:43577|issue:43697", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43688|issue:45701", + "issue:28282|issue:35141", + "issue:43646|issue:43749", + "issue:44843|issue:44991", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43577|issue:45588", + "issue:43329|issue:45325", + "issue:43577|issue:44554", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43122|issue:43906", + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:41720|issue:44464", + "issue:43504|issue:43720", + "issue:44849|issue:45357", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:43452|issue:44451", + "issue:43278|issue:43688", + "issue:43742|issue:44821", + "issue:43493|issue:43825", + "issue:33666|issue:36010" + ], + "prepared_review_unit_hash": "888c1bbec8358cea0ea6bd8814a647c5451f25ac6994f110282640c863c32ad4", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38233, + "estimated_input_tokens": 9559, + "estimated_eval_tokens": 19374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are distinct model-loading, training, tokenizer, or multimodal regressions rather than true duplicates. I found no soft-edge pair that clearly meets the same-underlying-bug bar.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45701 is the broadest and most umbrella-like title in the set, so it is the least-bad representative bucket for version-dependent tokenizer behavior; however, the cluster is too mixed for a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most general open issue here and the best single representative for a loose cluster centered on version-related tokenizer changes, though it does not cover many of the other items well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different subsystems and failures: zero-probability output on SigLIP2 vs a regression around processor.tokenizer/image passing." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and distinct load-time errors; not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization math bug vs a T5/apex RMSNorm memory leak; unrelated code paths." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Special-token registration bug in BigBirdTokenizer vs MLukeTokenizer task attribute failure." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Segmentation-map processing failure vs Qwen2-VL multi-GPU training request; different problems." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "One is a concrete Qwen3 cudaErrorAssert report; the other is only an isolated reproduction of another issue, with no evidence they are the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype loading issue vs RTDetrV2 output divergence in v5; unrelated symptoms." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error vs Trainer distributed broadcast TypeError." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for AutoModel/PyTorch missing vs MacOS bus error loading a CLIP model." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization bug vs a broad tokenization-version regression; different functionality." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Environment import failure vs embedding reinitialization after resize; not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage vs FSDP CPU RAM-efficient loading breakage." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode failure from unconditional model_info() call vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug vs config save/load losing custom token IDs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs key error loading MobileLLM-125M." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs DiaConfig token ID persistence bug." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch vs flash-attention generation failure; different triggers." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype-loading bug vs flash_attention integration crashing on s_aux=None." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined helper in video token counting vs still-image temporal position scaling bug." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype inconsistency vs MPS attention correctness issue with differing head dims." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL models vs num_labels propagation bug in Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA model failure vs tokenizer AttributeError on tasks." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer output changes across versions vs an isolated reproduction of another issue; no direct same-bug evidence." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Different Trainer-related problems: NoneType broadcast vs num_input_tokens_seen not updating." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field model loading failure vs Bamba compile/SDPA runtime failure." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs chunked generation inconsistency under compiled forward." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading bug vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug vs save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaks from_pretrained paths vs a specific model failing to load; not the same concrete defect." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift between train/eval vs auxiliary-loss normalization; unrelated behaviors." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Model loading key error vs AutoImageProcessor-from-URL failure." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 numerical discrepancy vs an incorrect pipeline error message about translation support." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training topic vs GenerationMixin import error; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading bug vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training request; 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": 17, + "review_unit_index": 21, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:44568|issue:45812", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:43756|issue:44913", + "issue:43262|issue:43295", + "issue:43525|issue:43572", + "issue:43493|issue:43844", + "issue:28218|issue:33357", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:33666|issue:36331", + "issue:43540|issue:44977", + "issue:43278|issue:43844", + "issue:44964|issue:45405", + "issue:43334|issue:43572", + "issue:44625|issue:45584", + "issue:43257|issue:43299", + "issue:43756|issue:45083", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:43334|issue:45759", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:44423|issue:44734", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44464|issue:45584" + ], + "prepared_review_unit_hash": "aa45d98263cea0fcbc901d24376bba6bfea227c437ae5457e594346c33953a80", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37367, + "estimated_input_tokens": 9342, + "estimated_eval_tokens": 18940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: tokenizer regressions, multimodal model loading failures, trainer/config issues, and CI/device mismatches are all mixed together. The soft-similarity pairs look superficially related by keywords, but they do not describe the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.19, + "canonical_issue_reason": "issue:45812 is the broadest tokenizer regression report in the set: it affects all Granite models, has the strongest cross-reference signal, and is clearer as a canonical anchor than the more model-specific tokenizer bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best representative issue because it is concrete, broadly scoped, and central to the tokenizer-regression subset; the rest of the issues are too diverse to serve as a single duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer bugs, but one is mdeberta BOS/EOS insertion and the other is Granite token-ID regression; different code paths and likely different fixes." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig token-ID persistence; no shared bug mechanism." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a model-loading path issue, not the same as lost custom token IDs in config." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE layer-count mismatch in Smollm3 is not the same as GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer regression are unrelated multimodal API changes." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token fields, but they are different configs/models with different failure surfaces." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation drift and ZeRO-3 gradient growth are different numerical/model-parallelism problems." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to the MacOS bus error on a community CLIP model." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "These are distinct tokenizer/model-loading failures; one is packed weights with accelerate, the other is MLukeTokenizer task errors." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs/example errors are not the same as the HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer compute_loss signature mismatch are different training-time issues." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is separate from Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluate is not the same as gradient explosion under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL pad_token_id absence and StableLm pad_token_idx absence are similar in theme but are separate config regressions." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation and Whisper empty-transcription generation after align_special_tokens are unrelated bugs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen3 MOE loading, but one is accelerate+deepspeed weight conversion and the other is generic transformers dev loading; not clearly the same defect." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and qwen3_omni_moe feature-extract length behavior do not share a concrete code path." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaults and Gemini 4 multi-GPU CUDA OOM are different multimodal inference/training problems." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading cjvt/sleng-bert and offline model_info() calls in AutoTokenizer are separate tokenizer-loading failures." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve composite Qwen configs, but one is missing pad_token_id and the other is from_config not unwrapping text_config; different failure points." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breaks under v5, while lm_head.weight serialization depends on device/tied-weights behavior; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing import/export of Qwen2_5_VL is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example mistakes are not the same as the regression around processor.tokenizer and image passing." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is inference OOM and the other is device mismatch in PLE; different runtime issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error on CLIP is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage deserialization and flash_attn import_utils KeyError are unrelated environment/runtime issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure for Beit semantic segmentation is unrelated to CPU offload device mismatch." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized argument during init_empty_weights are different config/init regressions." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are both serve-side, but they are distinct code paths and fixes." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task AttributeError are unrelated model/tokenizer bugs." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field load failure in Beit is not the same as BigBirdTokenizer mask-token registration/decode issue." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and Whisper empty transcription after align_special_tokens are different generation 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": 17, + "review_unit_index": 22, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43540", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45563", + "issue:45823" + ], + "soft_pairs": [ + "issue:43994|issue:44493", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:29942|issue:30333", + "issue:44521|issue:45290", + "issue:43232|issue:44849", + "issue:43844|issue:44964", + "issue:44554|issue:45446", + "issue:28218|issue:34567", + "issue:43582|issue:44977", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:45072|issue:45198", + "issue:44315|issue:44849", + "issue:45200|issue:45823", + "issue:37428|issue:43957", + "issue:44554|issue:45356", + "issue:43493|issue:43701", + "issue:43295|issue:44610", + "issue:43873|issue:44464", + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:44792|issue:45563", + "issue:45200|issue:45325" + ], + "prepared_review_unit_hash": "03a5e53b571e5224d9dd83f99ea05e1722fd60f372025d9aec2a4ebecf38f5a1", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35281, + "estimated_input_tokens": 8821, + "estimated_eval_tokens": 17898 + }, + "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 many unrelated bugs, with only superficial topical overlap in a few model/failure areas. I would reject all soft-edge merges.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43994 is the most representative concrete user-facing regression in the set: it has a clear model-specific symptom, a likely reproducible failure mode, and it is one of the few items that is semantically adjacent to another issue in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the best single issue to anchor this cluster because it is a clear, actionable model-behavior bug rather than a narrow environment/test/reporting problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Same model family, but different bugs: one reports nonsensical outputs in AutoModel/pipeline, the other an unexpected `position id` key issue. Similar area, not the same underlying defect." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-mismatch flavored, but they involve different models and different failure causes: CPU offload on bark-small versus a stale device override test in GraniteSpeech." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Completely different problems: Qwen2.5 TP OOM versus an unreleased PEFT version requirement." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different code paths and symptoms: dtype change in evaluation versus resume-from-checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus image-generation test failure is unrelated to the PEFT version pinning issue." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "One is a Flash Attention 2 test failure, the other is MLflow reporting not being updated after training failure; no shared underlying bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templating, but one is all-zero assistant masks for multimodal inputs while the other crashes on tool-call assistant messages with no content; distinct failures." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after `sync_gpus` and Qwen3.5 `output_hidden_states=True` are separate bugs in different generation paths." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient behavior and a multimodal model load failure are unrelated issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness bug is not the same as a PyTorch version check/import issue for AuxRequest." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and `num_input_tokens_seen` not updating are different tokenizer/trainer-state problems." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues do not share the same root cause." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile-time template-node errors and a Python 3.13 `flash_attn` import KeyError are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript generator-expression export failure and SigLIP2 zero-probability outputs are different bugs with no shared code-path evidence." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-processing failure in Qwen3OmniMoe and Gemma4 `mm_token_type_ids` defaults are separate multimodal input bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "A bfloat16 dtype mismatch in inference and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not being applied with `model_init` is unrelated to the Qwen3.5 hidden-states regression." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both concern Gemma4, but one is missing/default `mm_token_type_ids` while the other is a PLE device mismatch under `device_map=\"auto\"`; different defects." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Importing `_flash_supports_window_size` and meta-device model loading failures are different flash-attention/model-loading issues." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "A SigLIP2 HF-vs-JAX discrepancy is not the same as a resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are different model-integration bugs." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior and chunked generation with compiled forward are distinct problems." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights on different devices is unrelated to LoRA merging with extended vocabulary collapse." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver positional interpolation failure and RT-DETR memory leak are not the same underlying bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing Janus image-generation test and a stale paged-generate warning are different issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 multimodal token-type defaults and Qwen2.5-VL rope-index scaling are different model-specific 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": 17, + "review_unit_index": 23, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45412", + "issue:45584" + ], + "soft_pairs": [ + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:43844|issue:44936", + "issue:43572|issue:43957", + "issue:43295|issue:43450", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:43388|issue:43526", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:42915|issue:43824", + "issue:38175|issue:43493", + "issue:28218|issue:35141", + "issue:44442|issue:45198", + "issue:44514|issue:44521", + "issue:43278|issue:43856", + "issue:43653|issue:44112", + "issue:43827|issue:43901", + "issue:43450|issue:43575", + "issue:44206|issue:45584", + "issue:43450|issue:43493", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:44360|issue:44561", + "issue:43278|issue:43825", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43550" + ], + "prepared_review_unit_hash": "42a6e415fa75c9cab80bcff86f1026216a9674c7b54606a46de74344245612b0", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37091, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate or same underlying change; the candidates mostly share broad subsystems or similar regression wording, but each points to a different concrete failure mode. The strongest issue candidate overall is the multimodal `apply_chat_template` bug in issue 44521.", + "confidence": 0.88, + "canonical_issue_reason": "issue 44521 is the clearest anchor: it describes a specific, reproducible multimodal `apply_chat_template` failure with a well-defined wrong output (`assistant_masks` all zeros) and active discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 44521 is the most suitable global representative because it is narrowly scoped, actionable, and tied to a concrete API behavior rather than a vague subsystem complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading/runtime breakage, but one is a config field regression and the other is a model-load failure in a different path; not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but they reference different missing symbols from different modules and model families." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "These are unrelated training/evaluation issues: one is gradient growth with ZeRO-3, the other is `trainer.evaluate()` after training." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both are version-related loading problems, but one is a missing config attribute and the other is meta-device model loading failures across specific models." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "One is a processor/tokenizer regression for multimodal custom code; the other is a batched video processor shape bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are `pad_token_id`-style attribute errors, but they affect different configs/models and likely different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "These are different import/detokenization problems affecting different models and failure surfaces." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern label handling in processors, but one is a metric-gathering bug and the other is `reduce_labels` returning a truncated array." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "One is a processor API regression; the other is an offloading problem with quantization. Same broad area, different bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Both mention model memory/behavior issues, but one is zero probabilities in SigLIP2 and the other is memory not being released for RT-DETR." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config error versus a missing top-level import for a VL model class." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is zero probabilities in HF inference and the other is a discrepancy versus the original JAX implementation." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize when weights are untied." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related, but one is AutoTokenizer loading and the other is save/tokenization failure for a wav2vec2 model." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both hit `apply_chat_template`, but one crashes on batched padded input while the other returns wrong assistant masks for multimodal input." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Both concern training/memory or dtype behavior, but one is BF16-to-FP32 embedding dtype drift and the other is MoE memory inefficiency." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI-related, but one is tokenizer special-token registration and the other is a stale device override test." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs/API cleanup around pipelines, but they refer to different tasks and different deprecated arguments." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "A batched video processor shape bug is unrelated to a tensor-parallel OOM during model loading." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio-related regressions: one is a feature extractor center-argument crash, the other is Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Same general vision area, but one is batched processor output shape and the other is implementation discrepancy against JAX." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary is unrelated to the category-count limit runtime error." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Both are internal helper-function problems, but they affect different DAC/qwen3_omni_moe code paths and behaviors." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to video processor batch-shape handling." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "No shared underlying bug: DAC latent decoding mismatch versus a stale CI device override test." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different models and failure modes: processor/model input-size mismatch versus AMP/CUDA loss crash." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A discussion about a DSA indexer activation choice is unrelated to `is_torch_fx_available` removal breaking remote-code models." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluation is unrelated to an incorrect translation-task pipeline error message." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for Bark is unrelated to a qwen3_omni_moe helper-length calculation issue." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "An import symbol regression is not the same as general Torch 2.10 incompatibility." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Both concern model configuration/runtime behavior, but one is sparse-layer creation and the other is torch.compile with SDPA on a different model." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:45290|issue:45381", + "issue:44448|issue:44743", + "issue:44857|issue:45593", + "issue:45200|issue:45588", + "issue:29942|issue:32090", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:39692|issue:43526", + "issue:44206|issue:45823", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43550|issue:44112", + "issue:43335|issue:43504", + "issue:45310|issue:45478", + "issue:44855|issue:45083", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:45588|issue:45859", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:38175|issue:44493", + "issue:44448|issue:44779", + "issue:43335|issue:45072", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:40444|issue:43526", + "issue:43723|issue:44554", + "issue:34689|issue:35141", + "issue:44448|issue:44977", + "issue:43606|issue:44857", + "issue:44857|issue:45072" + ], + "prepared_review_unit_hash": "e8f2209aead4a1deca6a2247a52f80bfc5dbf41d83049670f7638201c19472e8", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37415, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports; only one soft pair is a true duplicate: the two identical Qwen3.5 MoE from_pretrained regression reports.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the earlier exact-match report of the Qwen3.5 MoE from_pretrained regression, so it is the best canonical issue over issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the most representative issue here because it is the earliest and clearest duplicate target for the only confirmed overlap.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different bugs: chat-template crash with tool calls vs video vision_position_ids in Qwen2.5-VL." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and code paths: Pegasus output drift vs Qwen recurrent-state reset with cache." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated failures in different models: AMP/CUDA crash vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different Gemma4 text-only token-id behavior vs flash_attention.py sink-less-model crash." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and unrelated failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading regressions: base_model_prefix handling vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors are unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different regressions: unsupported center arg in feature extractor vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC from_latents mismatch is unrelated to the position-id key warnings in many models." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer tokenizer.json handling is unrelated to removal of is_torch_fx_available." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Trust-remote-code breakage from API removal is unrelated to Deepseek tokenizer output errors." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different issues: Bamba torch.compile SDPA failure vs GraniteSpeech stale device override test." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Both touch different BEiT/SwitchTransformers areas with different root causes." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying Qwen3.5 MoE from_pretrained regression; titles and failure description match closely." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to qwen3_omni_moe feat-extract length behavior." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue is unrelated to Trainer broadcast NoneType failure." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe length helper behavior are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve flash-attention-adjacent code, but they are different bugs in different functions." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc/example issues are unrelated to the generic position-id key warnings." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to the Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to position-id key warnings." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output difference and Qwen3.5 flash-attention generation issue are different model-specific regressions." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is unrelated to LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: LwDetrImageLoss AMP crash vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The duplicate call on issue:45310 / issue:45478 is supported by the identical titles and close descriptions, and the rest of the soft-edge rejections stay within title-level evidence without overclaiming. The canonical/best-issue choice is also reasonable because 45310 is the earlier report." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:44568|issue:45491", + "issue:45198|issue:45803", + "issue:28218|issue:32090", + "issue:43927|issue:45698", + "issue:44977|issue:45563", + "issue:43701|issue:45083", + "issue:43550|issue:45083", + "issue:29942|issue:35141", + "issue:45459|issue:45712", + "issue:45372|issue:45588", + "issue:43873|issue:44493", + "issue:32090|issue:33357", + "issue:37428|issue:44987", + "issue:43412|issue:45588", + "issue:43873|issue:45229", + "issue:45245|issue:45563", + "issue:43278|issue:43329", + "issue:41720|issue:45229", + "issue:10000|issue:15354", + "issue:43976|issue:45440", + "issue:45372|issue:45406", + "issue:28218|issue:29127", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:44857|issue:45588", + "issue:43065|issue:45412", + "issue:44448|issue:44466", + "issue:43066|issue:44462", + "issue:43278|issue:43381", + "issue:43653|issue:44743", + "issue:45588|issue:45823" + ], + "prepared_review_unit_hash": "91f608b87f81fcccbb12acefd605d899c9da92c75bda0708b298eef6f83cc92d", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37199, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: tokenizer, multimodal, training, export, flash-attention, and device-mapping issues are mixed together. None of the soft pairs look like the same underlying bug or change closely enough to deduplicate safely.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster; the items span unrelated problems across many subsystems and time periods.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the clearest self-contained bug report here: it names a concrete regression in AutoTokenizer loading tokenizer.json from the repo and is likely the most actionable reference issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Different problems: missing BOS/EOS with add_special_tokens vs NaN embeddings from sliding-window attention and all-padding windows." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Both involve tokenization/tensor conversion broadly, but one is a Wav2Vec2 save/tokenization failure and the other is a bare-except bug in Fuyu tensor conversion." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated symptoms and code paths: extra space after added token vs Trainer NoneType broadcast error." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load behavior, but one is custom token IDs being lost and the other is loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure is not the same as a stale warning for num_return_sequences." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and a feature-extraction helper returning unexpected lengths are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is a different code path from qwen3_omni_moe feature-length logic." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are distinct issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with missing protobuf has nothing to do with leftover dummy classes or dir(transformers) leakage." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and a flash_attention.py crash on s_aux=None are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior and unexpected position-id keys are separate problems." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and Mac bus error with a CLIP model are unrelated failures." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both are import/loading failures, but they concern different modules and failure modes; not the same concrete bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/support issues are not the same as a flash-attention crash on sink-less models." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading bug and multi-GPU CUDA OOM are different concerns." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit and a stale generation warning are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval and undefined video-branch variables are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on A800 is not the same as a multi-GPU OOM." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure have no shared underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3MoE divergence are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor loading import error and Gemma4Processor missing _tokenizer on serve are distinct failures." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing after added tokens and layoutlmv3 error-message clarity are not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import breakage and tokenizer protobuf error masking are different code paths." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is not the same as flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory not being released are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different issues: Pegasus output changes across versions vs inconsistent lm_head.weight serialization tied to device." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are related to tokenizers, but they are not the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch in eval and gradient checkpointing in eval mode are separate issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3 recurrent-state reset are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "A flash-attention crash on sink-less models and Gemma4 PLE device mismatch are different 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": 17, + "review_unit_index": 26, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43257", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45520", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:43994|issue:45412", + "issue:44206|issue:44479", + "issue:44451|issue:45520", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:29942|issue:30064", + "issue:43257|issue:43278", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:32090|issue:33290", + "issue:45103|issue:45372", + "issue:45440|issue:45593", + "issue:43824|issue:44279", + "issue:43653|issue:44442", + "issue:43761|issue:45859", + "issue:43381|issue:43701", + "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:43526|issue:44186", + "issue:29127|issue:33357", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:44464|issue:45491" + ], + "prepared_review_unit_hash": "d871fdca64d5118c75b662b4f8bc42784d19c24f4da02aa5a97bd1b48a095231", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36655, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains many unrelated tokenizer, processor, model-loading, quantization, and runtime issues. I found no strong duplicate groups among the provided soft pairs, so all soft edges are rejected.", + "confidence": 0.14, + "canonical_issue_reason": "No clear duplicate cluster stands out; if one issue must anchor the set, issue 43994 is the most self-contained and reproducible runtime failure among otherwise mixed reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43994 is the best representative of the cluster only in the loose sense that it is a concrete, actionable bug report; however, the overall set is not a cohesive duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and failure modes: pipeline output shape vs Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different model/tokenizer paths and different bugs: LayoutLMv2 NER padding crash vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated problems: SigLIP2 bad outputs vs RT-DETR memory not released." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different code paths: feature extractor center-arg crash vs Qwen video-input regression." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Different issue classes: model loading failure for ScandiBERT vs Python 3.13 flash_attn import key error." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Both involve tokenization, but the concrete failures and models are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one is a FineGrainedFP8 model failure and the other is a save_pretrained issue; not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different symptoms: eos_token_id config mismatch vs flash-attention generation regression." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Different mechanisms: torch.export with torch_compilable_check vs Wav2Vec2 tokenization/save failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different architectures and bug types: Smollm3 RoPE layer mismatch vs DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token runtime updates are unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading bug is unrelated to embedding dtype drift between train and eval." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both mention CLIP/SigLIP-family workflows, but one is a MacOS bus error and the other is a documentation example with multiple mistakes." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs TrainerState token counter not updating; unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor resolution mismatch vs model memory leak are different bugs and code paths." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to DeepSpeed Adafactor OOM." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation parsing crash is unrelated to Gemma 4 processor import failure." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class is unrelated to a generic dependency issue." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3.5 MoE CPU-offload incompatibility are different model-path bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch are unrelated trainer issues." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention tests and GenerationMixin import error do not share the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different processors and different failure modes; not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id import-time AttributeError and Qwen3-MoE sliding_window behavior are different issues." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression is unrelated to category-count runtime limits." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42907", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:29127|issue:35141", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:43232|issue:43388", + "issue:43441|issue:45588", + "issue:44743|issue:44811", + "issue:44062|issue:45907", + "issue:43575|issue:43701", + "issue:43646|issue:44077", + "issue:43761|issue:44079", + "issue:45003|issue:45440", + "issue:43575|issue:44387", + "issue:43723|issue:45479", + "issue:44442|issue:45803", + "issue:43761|issue:44188", + "issue:44479|issue:45290", + "issue:43316|issue:43525", + "issue:42907|issue:45698", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:39692|issue:45491", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43381|issue:43873", + "issue:43931|issue:45216" + ], + "prepared_review_unit_hash": "b0791181acff28eac01b0e766bf2d95f1a30f5aab90c38a561653c7976395bdf", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35665, + "estimated_input_tokens": 8917, + "estimated_eval_tokens": 18090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated loading, generation, quantization, processor, and training bugs. None of the soft pairs look like true duplicates, so all candidate edges are rejected. The broadest representative issue is the Transformers 5.0.0 custom model initialization regression (#43646), but only as a loose thematic anchor.", + "confidence": 0.66, + "canonical_issue_reason": "#43646 is the broadest, most representative issue in the set: it describes a general Transformers 5.0.0 model-initialization regression rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "#43646 is the best single issue to stand in for the cluster\u2019s main v5-regression theme, though the set is still too mixed to treat as one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different problems: LayoutLMv3 error messaging vs token embedding reinitialization after resize." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in inference; not the same code path." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure vs model weight-shape mismatch on load; distinct bugs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Chat-template audio sample-rate default bug vs unsupported `center` arg crash in a feature extractor." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label-reduction bug in BeitImageProcessorFast vs AMP/CUDA loss crash in LwDetrImageLoss." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update bug vs metric gathering dropping tuple labels; unrelated behavior." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model-specific regression and the other is an `s_aux=None` crash in integration code." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state reset bug vs Whisper batch_decode skip_special_tokens handling; different subsystems." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor duplication vs list_repo_files revision forwarding; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP load OOM for Qwen2-57B vs resume-from-checkpoint key mismatch; not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization regression vs patchtsmixer post_init policy change; different concrete failures." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment bug; distinct code paths." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access vs DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Specific Qwen TP OOM vs broader int4 reserved-memory/OOM regression; same symptom, different bug." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading issue vs zero-loss classification bug; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer load failure vs bare-except in tensor conversion; different failures." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression vs attention-kernel divergence under `torch.compile`; unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen variants vs chat-template crash with tool calls; different paths." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different config API regressions: Gemma3TextConfig discrepancy vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Save-time dequantization bug vs wrong custom module loaded after save_pretrained; related area but not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer load failure vs Perceiver image-classification failure; no shared concrete cause." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed/Adafactor OOM vs TrainerState token counter not updating; unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 Vision load break vs base_model_prefix loading regression; both loading-related but distinct." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Documentation example errors vs Gemma3 NaN embeddings; different bug classes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in deepspeed/Adafactor vs embedding reinitialization on resize; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM during training vs model-loading regression; not duplicate." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval-mode bug vs quantization offloading issue; different behavior." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 save_pretrained checkpoint regression; same family only at a very broad level." + } + ] + }, + "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": 17, + "review_unit_index": 28, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45372", + "issue:45759" + ], + "soft_pairs": [ + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:44077|issue:44479", + "issue:43720|issue:44442", + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:33290|issue:36331", + "issue:34689|issue:36010", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:43381|issue:43856", + "issue:44855|issue:45137", + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:43673|issue:44743", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:43065|issue:44617", + "issue:25251|issue:28282", + "issue:43388|issue:43688", + "issue:43295|issue:43825", + "issue:16998|issue:22355" + ], + "prepared_review_unit_hash": "5a12409eeb1125645da8ea7513cf965b00a1da83be9227bbf367043a8c621f63", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34612, + "estimated_input_tokens": 8653, + "estimated_eval_tokens": 17562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues spanning model loading, pipelines, quantization/offloading, training, and multimodal regressions. No soft-edge pair looks like the same underlying bug/change closely enough to merge.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43749 is the broadest, most central-looking runtime regression in the set, with high discussion and multiple inbound references around a core loading path breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the strongest representative issue because it affects a foundational feature, has significant thread activity, and is phrased as a clear actionable regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Both mention Gemma 3/translation-adjacent docs, but one is a model implementation discrepancy and the other is outdated docs referencing pipeline() after v5 removals." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "One is a torch.compile + SDPA failure for Bamba-9B-v2; the other is a Qwen3.5 recurrent-state cache bug. Different models and code paths." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Patchtsmixer post_init validation is unrelated to the Qwen video-input regression; no shared underlying bug." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading under accelerate and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated import/loading failures." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Qwen 3.5/3.6 composite config unwrapping are different multimodal config issues." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import failure and ReasoningEffort/mistral_common processor-loading breakage are different import dependencies." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code=True and GPTNeoX rotary_pct not persisting are separate config serialization problems." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU-efficient loading and Qwen3-VL weight shape mismatch are both loading-related but clearly different failure modes and subsystems." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Adafactor+DeepSpeed OOM and CustomTrainer.compute_loss signature mismatch are different training bugs." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision load breakage in 4.46.2 and GenerationMixin import failure are unrelated regressions." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training example and unrecognized OLMo-Hybrid config are unrelated issues." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are separate model/runtime bugs." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode and MoE memory inefficiency are different training/runtime concerns." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "PyTorch 3.13 indentation/import parsing issue and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen2_5_VL batched chat-template crash are both multimodal but distinct code paths." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and strict config blocking granite_speech loading are different config-compatibility bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "GenerationMixin cache missing in v5 chunked_prefill and Qwen3.5 recurrent states resetting are unrelated generation bugs." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow backend in torch-only install and Gemma3TextConfig API discrepancy are unrelated packaging vs config issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug in Mistral3ForConditionalGeneration and Ministral-3 FlashAttention failure are different model-specific regressions." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus generate-images test failure are not the same defect." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are separate SAM3 issues with different causes." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and AutoModel PyTorch import error are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels and auxiliary-loss normalization in MoE models affect different training internals." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer regression in v4.57.5 and pipeline translation support messaging in v5 are different API regressions." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length question and transformers.onnx import error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698" + ], + "soft_pairs": [ + "issue:41950|issue:43475", + "issue:44077|issue:44534", + "issue:44871|issue:45584", + "issue:45127|issue:45200", + "issue:43550|issue:43701", + "issue:43761|issue:44479", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:42617|issue:43575", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:44734|issue:45406", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:43931|issue:44060", + "issue:43575|issue:43873", + "issue:43761|issue:44242", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:32090|issue:35141", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:44792|issue:44977", + "issue:43065|issue:44610", + "issue:44521|issue:45381", + "issue:43906|issue:45290", + "issue:43827|issue:43994", + "issue:44464|issue:45563", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:44933|issue:45362" + ], + "prepared_review_unit_hash": "baf49edef4a3cb92871b7d3d48ed51a7e724ce18e48710a8eb7bec22d7b300b8", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36917, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose semantic grouping of mostly unrelated Transformers issues. None of the soft pairs look like true duplicates or mergeable into one fix; there are no PRs in the cluster.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43646 is the broadest representative of the loading/initialization regression subset, but the cluster is not a single underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the closest thing to a cluster anchor because it is relatively general and overlaps the most with other loading/init-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different failures: pipeline processor lookup vs missing vision encoder field in SAM3 video." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated model internals: optional post_init constraint vs non-persistent buffer initialization junk." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different symptom and code path: EOS config mismatch vs Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different model behaviors: LoRA merge with tied embeddings vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA OOM on Bamba is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression is not the same as Qwen video-input regression." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a different bug from checkpoint key mismatch on resume." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to eos_token_id configuration inconsistency." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Running 3d_parallel.py and TP OOM on Qwen2-57B are different runtime/resource problems." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breakage is not the same as missing model_type config for custom model loading." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM and MobileLLM key error are distinct load-time issues." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing bug is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic v5 custom model init breakage and GPTNeoX rotary_pct reload bug are different code paths." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading, but one is a legacy preset field and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "OOM during tensor-parallel load is not the same as quantization offloading behavior." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Vision hidden_states regression and MoE load-balancing loss omission do not share a concrete fix." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM is unrelated to Whisper empty transcription after token alignment." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale generate warning and a real Whisper generation crash are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and embedding reinit after resize are different mechanisms." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled chunked generation inconsistency is not the same as EOS config mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen variants is unrelated to serve KV-cache tensor indexing." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is a different issue than Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are unrelated model-specific bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templating and wrong vision_position_ids are separate multimodal bugs." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "The isolated reproduction issue and apply_chat_template crashing on tool-call messages are not the same failure." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to Siglip2 producing bad outputs with AutoModel/pipeline." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled forward inconsistency and stale warning text are different severity and code paths." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and rotary_pct resetting on reload are distinct config/runtime problems." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to a model loading error for Phi-4 multimodal." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + } + ] + }, + "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": 17, + "review_unit_index": 30, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41720", + "issue:41950", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44737|issue:45803", + "issue:43388|issue:44079", + "issue:45127|issue:45357", + "issue:44462|issue:45907", + "issue:43335|issue:44855", + "issue:44938|issue:45542", + "issue:43976|issue:44855", + "issue:44077|issue:44079", + "issue:43550|issue:44190", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:44496|issue:45803", + "issue:45276|issue:45584", + "issue:43335|issue:44190", + "issue:43650|issue:44220", + "issue:39692|issue:44190", + "issue:45245|issue:45584", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:41950|issue:44016", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:38175|issue:43065", + "issue:44016|issue:44220", + "issue:44734|issue:45632", + "issue:44466|issue:44913" + ], + "prepared_review_unit_hash": "b2d44c9e058adc74073d17a29ad5d79fe313a6e4397af7f021738d196f838135", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36989, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: import/export regressions, model-specific runtime bugs, config/serialization issues, and a few CI/test failures. None of the soft pairs look like the same concrete underlying bug or change, so I would not merge any of them.", + "confidence": 0.91, + "canonical_issue_reason": "issue:41628 is a clear, broadly relevant import regression with a simple symptom and strong duplicate-search value.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the most generally useful representative bug report in this set because it is well-scoped, user-facing, and easy to recognize as a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: Qwen3 device-mapping CUDA assert vs a category-count runtime limit." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to Sam3LiteText auto-mapping references." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing issue is unrelated to flash_attention handling of s_aux=None." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and a bare-except in Fuyu tensor conversion are different code paths." + }, + { + "left": "issue:43388", + "right": "issue:44079", + "accept": false, + "reason": "Metric-gathering label truncation and ModelOutput key assignment are unrelated bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse and incorrect visual encoder save keys are both multimodal, but not the same defect." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer loading ignores tokenizer.json, while the other issue is missing a revision passthrough in file listing." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the DebertaV2 import parsing failure." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and tensorboard-without-TF backend error are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Version-compatibility problem in Transformers 5.1.0 is unrelated to the DebertaV2 import regression." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "PatchTST post_init validation and ModelOutput key handling are separate framework bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to the local-dataset loading problem in the example script." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer serialization junk and GPTNeoX rotary_pct reload behavior do not share the same code path." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache continuation indexing are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI stale-device test and Sam3LiteText auto-mapping breakage are both CI-related but not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized model loading and Fuyu bare-except tensor conversion are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug and Whisper empty-transcription generation failure are different issues." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config creation and local dataset loading are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A placeholder data issue and an fbank feature extraction bug are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example errors do not match the local dataset loading failure." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error is unrelated to Whisper generation after special-token alignment." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and embedding-resize propagation are different multimodal API bugs." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Default config initialization with None is not the same as missing deepstack_visual_indexes serialization." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor mismatch and notebook syntax error are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing model-specific class export and the other is a missing top-level AutoImageProcessor import." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing symbols from different modules; no shared underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to serve KV-cache indexing." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compile failure on torch>=2.9 and the other is a version-check/import gate issue." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero-probability behavior and Dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation crash and trust_remote_code cache-path collision are different problems." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Tokenizer serialization/loading and GPTNeoX config reload 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": 17, + "review_unit_index": 31, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:42175|issue:44279", + "issue:43404|issue:45216", + "issue:44561|issue:45632", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:45406|issue:45632", + "issue:44112|issue:44964", + "issue:42907|issue:43441", + "issue:43854|issue:44964", + "issue:43295|issue:45335", + "issue:44016|issue:44062", + "issue:43976|issue:44987", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:43824|issue:44933", + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:45335|issue:45584", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:44351|issue:45278", + "issue:44496|issue:45759", + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:43976|issue:45405", + "issue:41950|issue:45020" + ], + "prepared_review_unit_hash": "a1cef573d538b396d26cb6aba00c40c0e58a0b366fb9635d999d94c4c9895cc4", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36934, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of distinct Transformers regressions around model loading, config/export, and multimodal processing. None of the suggested soft pairs look like true duplicates; they mostly share only broad subsystem or version-regression similarity.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45020 is the broadest open umbrella for the recurring remote_code/model-loading regressions in this set, so it is the best canonical anchor among the issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most representative high-level issue here because it captures the general class of recent-version breakage affecting custom/remote-code models, which is the closest shared theme across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is a pip extra/backend packaging complaint; the other is a generic dependency issue. Same ecosystem, but not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different failures: untied lm_head weights vs incorrect checkpoint saving." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both mention trust_remote_code, but one is a removed helper causing breakage and the other is a cache-path collision." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import timing and unsafe sys.modules access are not the same concrete defect." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is an unrecognized-model/config issue." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different targets and root causes: Phi-4 multimodal load failure vs stale auto_mappings references breaking CI." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Processor _tokenizer attribute crash is unrelated to a local-model cache path collision." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test failure in GraniteSpeech is unrelated to a model-load regression for Phi-4 multimodal." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both are Ministral-related, but one is save/dequantization and the other is FlashAttention loading." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and different load failures; not the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "These are separate regressions in different model classes and code paths." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both are version-related breakages, but one is Python compatibility and the other is a specific model load failure." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI color output are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale config references in auto_mappings." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "ImageProcessor reduce_labels bug and docs mismatch for text classification are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols in different modules." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend requiring torchvision are separate problems." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen regressions, but one is loading a MoE model and the other is broken save_pretrained output." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "These affect different models and different APIs: embedding resize vs Whisper generation after token alignment." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version incompatibility and generic dependency trouble do not point to one concrete defect." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation drift is unrelated to model config loading failure." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss omission are unrelated training bugs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is incorrect visual-encoder keys on save." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing HybridCache import is not the same concrete issue as a broad report of many import errors." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config and missing text_config unwrapping are different failure modes." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Assistant-mask generation and rope-index scaling are separate multimodal processing bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and defaulting mm_token_type_ids are different training-time behaviors." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support regression and an unreleased peft minimum version are unrelated release issues." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor selection and remote_code model regressions are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43723", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:43479|issue:43525", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:43577|issue:45216", + "issue:44683|issue:45542", + "issue:39692|issue:43901", + "issue:38175|issue:44617", + "issue:43299|issue:43854", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:41950|issue:43650", + "issue:44462|issue:45081", + "issue:33290|issue:45656", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44016|issue:44291", + "issue:45600|issue:45712", + "issue:43441|issue:45834", + "issue:43450|issue:44279", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:44261|issue:44263", + "issue:43441|issue:44683", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43723|issue:44162" + ], + "prepared_review_unit_hash": "adb073f25f58e30e9c5212466cb00fd7202106a3872134d38938abed56a465ca", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35496, + "estimated_input_tokens": 8874, + "estimated_eval_tokens": 18004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous Transformers bugs across unrelated subsystems. None of the suggested soft pairs look like true duplicates under a strict triage standard; the strongest standalone issue is the Granite AutoTokenizer v5 regression.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 45812 is the most concrete high-impact bug report: it describes a silent v4\u2192v5 regression, has broad model impact, and includes clear symptom framing.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best representative issue because it is specific, user-facing, and likely to attract the right fix work quickly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different configs and failures: Phi4Multimodal default sub-config initialization vs Llama4 missing pad_token_id." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths; not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated problems: video pipeline processor lookup vs Gemma4 device mismatch during forward." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different lifecycle stages and symptoms: dtype propagation on load vs incorrect checkpoint saving." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Completely different subsystems: compiled flex_attention vs TensorFlow/tensorboard dependency handling." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a broken SigLIP2 example and the other is stale pipeline documentation; not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different models and failure modes: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but for different models and likely unrelated regressions." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "One is a generic dependency issue; the other is a specific minimum-version bump to an unreleased PEFT version." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizer behavior regressions, but they are different symptoms and code paths." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "No substantive overlap: video-classification processor lookup vs an unrelated placeholder issue." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading bugs: ignoring tokenizer.json vs a Mistral regex patch crash." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed optimizers, but one is OOM with Adafactor and the other is double-stepping the optimizer." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Related area, but different bugs: tokenizer_class serialization mismatch vs AutoTokenizer preferring repository tokenizer files." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Unrelated: tokenizer regex patch crash vs list_repo_files revision forwarding in CI." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI issues, but they concern different stale references and different files." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific failures: FlashAttention incompatibility vs long-ocr input index error." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Different categories: batched video processor shape bug vs generic dependency issue." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Distinct model/component bugs: dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both touch quantization/offload, but one is saving a quantized model and the other is loading a dequantized model with device_map=auto." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different serialization/weight-management bugs with no clear shared failure path." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Unrelated defects: RMS norm epsilon precision issue vs torch.split return handling." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention-stack failures: FlashAttention model support vs compiled flex_attention on newer torch." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "No overlap: placeholder issue vs chat template crash with tool-call assistant messages." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different loading/saving paths: processor.save_pretrained missing files vs gemma-4 zero3 from_pretrained." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Different performance/serialization problems; the Chinese issue is about slow filtering after upgrade, not processor saving." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Generic tokenizer-loading issue vs a model-specific ESM2 breakage; no evidence of the same root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:43122", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43525", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44671", + "issue:44779", + "issue:44987", + "issue:45250", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43653|issue:45593", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:44361|issue:45593", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43122|issue:43650", + "issue:44987|issue:45542", + "issue:43824|issue:43976", + "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:44188|issue:44336", + "issue:43525|issue:43643", + "issue:43450|issue:44617", + "issue:42491|issue:43299", + "issue:45561|issue:45563", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:41950|issue:44220", + "issue:44246|issue:44496", + "issue:43352|issue:45250", + "issue:43531|issue:45362" + ], + "prepared_review_unit_hash": "a6d9cc3484531fa8c6fabd37bd34fc08f98ad405e6231a79d81972a684bece0a", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35401, + "estimated_input_tokens": 8851, + "estimated_eval_tokens": 17958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most items are distinct transformer bugs spanning tokenizers, multimodal processors, model loading, packaging, docs, and performance. The soft pairs only share broad subsystem similarity, not the same concrete underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone bug report here: it is open, detailed, and has clear inbound interest, but it is not a duplicate of the other issues in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Different areas and symptoms: BigBirdTokenizer special-token decoding vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat template/processor code, but one is audio sampling-rate defaulting and the other is multimodal assistant-mask generation; different bugs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked_prefill regression vs CLIP vision hidden_states output; unrelated code paths." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Separate import-time dependency issues: sentence-transformers NameError vs missing TensorFlow backend wiring." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task-time AttributeError is unrelated to D-FINE auxiliary losses." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax/docs issue vs Gemma4 forward device-map runtime bug." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend install mismatch vs Python-version compatibility; not the same failure." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and likely different root causes: CamemBERT masked-LM outputs vs Deepseek tokenizer regression." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs model/pipeline inference producing bad outputs; different issues." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior regression vs unrelated placeholder issue titled 'ADD THE DATA'." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for a specific repo vs TensorFlow backend installation problem; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Specific missing export/import symbol vs Python 3.9/3.10 compatibility; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs Gemma4 zero3 loading failure; different code paths." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id is a config-field bug, but glm-4v loading failed is a separate model-specific loading issue." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs ANSI color codes in loading_report; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention config fields, but one is a missing pad_token_id on Llama4Config and the other is trust_remote_code losing fields from AutoConfig; too different to merge." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video-processor shape vs CUDA OOM in Sam3Video; different symptom and fix." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both touch Qwen3 MoE compatibility, but one is LoRA/model reuse across branches and the other is a Qwen3VL loading regression; not the same concrete bug." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race vs stale generate() warning; unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage-type import error vs Qwen3.5 chat crash; no shared code path." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import is unrelated to Python version support." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs wording issue vs import-time slowness; not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI formatting bug vs incorrect docstring for position_ids; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but they are different losses in different models/flags and not one fixable PR." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer access error for position_ids vs Gemma4 zero3 loading failure; different root causes." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor lookup vs audio fbank extraction issue; different modalities and bugs." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance regression vs unrecognized-model config error; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific model not supporting Flash Attention 2.0 yet vs a generic Flash Attention topic; too broad and not the same change." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs Qwen3.5 chat crash; related model family but different failure modes and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43526|issue:45003", + "issue:44336|issue:44485", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:43901|issue:45003", + "issue:43232|issue:44336", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:44496|issue:45003", + "issue:44987|issue:45459", + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:44060|issue:44077", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:43653|issue:44162", + "issue:44466|issue:45335", + "issue:44368|issue:45563" + ], + "prepared_review_unit_hash": "543015ab137fe6a1c9c073c111cc5cc3f5f51e4e1ca042d98ff764661a1f26c5", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36866, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: import/API regressions, model-specific config bugs, generation issues, tokenizer behavior, and performance complaints. None of the soft pairs look like the same concrete bug/change, so all candidate duplicate edges are rejected.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45003 is the best anchor because it is a broad core-library bug in modeling_utils, making it more central and cross-cutting than the other mostly model-specific tickets.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the most suitable global representative: it targets a core utility path, has broad potential impact, and is closer to a root-cause issue than the more symptom-specific tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and code paths." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Same broad symptom class, but different missing imports and unrelated modules." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "One is a BEiT image processor label bug; the other is an unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI terminal output handling and GLM-5 RoPE are unrelated subsystems and failures." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "A modeling_utils import/runtime bug and a pytest-xdist file race are not the same code-path problem." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available affect different generation/import surfaces." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and Gemma eos_token_id mismatch are unrelated issues." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Both mention losses, but one is gating router loss computation and the other is an AMP/CUDA crash in a different loss module." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and mm_token_type_ids defaults are different model/config problems." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer bug and a tokenization slowdown/regression are not the same defect." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different import targets and different DeepSpeed/BERT failure modes." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but one is loading granite_speech and the other is a missing field being dropped in Qwen vision config." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness and resize_token_embeddings/output_embeddings are unrelated behaviors." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation failure are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embedding behavior is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch in a pipeline and an unsafe sys.modules access are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and ANSI report formatting are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading and a multi-GPU OOM are not the same failure." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv and sam3_video vs sam3_tracker warning are different SAM3 issues." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and sys.modules access are unrelated problems." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure for a specific repo and protobuf error masking are different tokenizer/loading paths." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing strict config field and AutoModelForCausalLM text_config unwrapping are distinct multimodal config issues." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to a ZeRO3 deque underflow." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and import performance are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are different model-specific changes." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa cache corruption and Gemma mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "A missing attribute on Sam3VisionEncoderOutput and a Qwen3OmniMoe video ValueError are different model failures." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention embedding/weight handling, but one is device-dependent serialization and the other is resize_token_embeddings propagation." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning 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": 17, + "review_unit_index": 35, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43873", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:44995", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:44368|issue:44977", + "issue:44995|issue:45588", + "issue:45397|issue:45656", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:28282|issue:30990", + "issue:42994|issue:43482", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:42673|issue:43704", + "issue:43232|issue:44188", + "issue:43873|issue:44945", + "issue:45310|issue:45375", + "issue:41628|issue:44351" + ], + "prepared_review_unit_hash": "1b079788843463b9c4b084bc8eae1f15e8fd181b9a05414b6a8a52d938304e41", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37435, + "estimated_input_tokens": 9359, + "estimated_eval_tokens": 18974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of unrelated Transformers issues, with one clear duplicate pair: the Qwen3ForCausalLM VRAM leak reports. I would anchor the cluster on the earlier, more detailed report and reject the rest as distinct bugs.", + "confidence": 0.83, + "canonical_issue_reason": "issue:42673 is the best canonical issue because issue:43704 is the same Qwen3ForCausalLM VRAM leak report with nearly identical title and scope, and 42673 has the fuller discussion/activity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue to keep as the representative because it is the clearest duplicate target and the most substantive report among the matching pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a fine-tuning warning and the other is a flash-attention generation failure; different concrete bugs." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: stale indexer cache on second forward pass vs flash-attention crash on sink-less models." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a zero3 from_pretrained issue and the other is an optimizer step-count bug." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/cache related, but they describe different failures in different paths: chunked_prefill cache missing vs KV continuation tensor indexing." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Completely different bugs: ZeRO3 deque underflow vs a broken auto_mappings reference to removed Sam3LiteText configs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Qwen3.5 LoRA tie_word_embeddings warning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Different import/tokenizer issues: missing image_utils export vs protobuf-decode-error handling hiding tokenizer errors." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation internals, but the reported failures are different and not clearly the same bug." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both concern save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A specific generation cache bug is not the same as a broad set of import errors after upgrading versions." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Trust-remote-code config field loss is a different issue from ESM2 being broken." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different symptoms and domains: MLukeTokenizer task AttributeError vs slow data filtering after version upgrade." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "processor.save_pretrained file emission and a duplicated optimizer step are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade is not the same as optimizer step being called twice." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Data filtering slowdown and Qwen3.5 MoE from_pretrained failure are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Both are loading-related, but one is a missing PyTorch ImportError and the other is Sentence Transformers hanging while loading." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and different bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API-settings discussion is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal model bugs: missing SAM3 vision field vs wrong qwen2.5-vl video position ids." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing SAM3 attribute and missing fields in AutoConfig from trust_remote_code are not the same underlying issue." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report is not a duplicate of the Gemma-4 zero3 issue." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe Transformers 5.0 incompatibility and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing image_utils import are similar in theme but not the same concrete missing symbol." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex/tokenizer backend crash and auto-docstring annotation crash are different code paths." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3 vision output attribute error is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and Llama4Config missing pad_token_id are different bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "The missing deepstack_visual_indexes field may contribute to Qwen3.5 Moe problems, but these are not clearly the same concrete bug as the from_pretrained error." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same issue: identical Qwen3ForCausalLM VRAM leak in multiple dataloader threads, with 43704 clearly duplicating 42673." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel incorrect output are different failures." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is a from_pretrained failure and the other is a missing config field; not enough to treat as the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The representative issue choice is supported by the packet: 42673 and 43704 have the same title and clearly match as duplicates, with 42673 being earlier and more active. The rest of the soft-edge verdicts stay conservative and are generally justified by distinct titles/symptoms rather than assuming deeper linkage." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:45812" + ], + "soft_pairs": [ + "issue:44945|issue:45753", + "issue:42831|issue:44222", + "issue:42222|issue:45200", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:43673|issue:44188", + "issue:42994|issue:44164", + "issue:42175|issue:45712", + "issue:43232|issue:44792", + "issue:43377|issue:44242", + "issue:43526|issue:45561", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:44964|issue:45137", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:43479|issue:44869", + "issue:30990|issue:35141", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:43784|issue:43824", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:42898|issue:45812", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:44060|issue:45125" + ], + "prepared_review_unit_hash": "4e5c1d3b7eb161c15dbd50c89984734a0cb0682b24af27e034a19f1309075557", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36545, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of distinct Transformers regressions and import/runtime issues. None of the soft pairs look safe to collapse into duplicates; they usually differ by model family, failure mode, or code path.", + "confidence": 0.89, + "canonical_issue_reason": "Issue:45310 is the cleanest representative of the small Qwen3.5/MoE regression subtheme: it is concrete, versioned, and model-specific, but it still does not subsume the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45310 is the most actionable single anchor in this cluster because it states a specific from_pretrained failure for a named model/version combination and is closest to the other Qwen/MoE reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: pipeline-parallel output corruption vs an infinite loop on a specific image." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained failure." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated models and symptoms: VitPose breakage vs Gemma 4 token-type defaults." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Same broad MoE area, but different code paths: save_pretrained failure vs from_pretrained loading error." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different breakpoints in the package exports." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache/chunked-prefill issue is separate from attention-kernel divergence under torch.compile." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both are save/load related, but quantized model saving and extra_state handling are distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Dependency/backend installation mismatch is unrelated to leftover dummy class cleanup." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to a Janus image-generation test failure." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to load-balancing loss omission." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "Label reduction bug in BeitImageProcessorFast is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but different models and failures: Qwen3-VL-Moe vs Qwen3.5 MoE from_pretrained." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading error is unrelated to a pytest-xdist file race." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field model loading bug is unrelated to the testing-utils race condition." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque errors are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package/backend dependency issue is unrelated to a missing image_utils import." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is a global cleanup_spaces change and the other is missing BOS/EOS for a specific tokenizer." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different subsystems: multimodal config defaults vs Whisper timestamp decoding crash." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to token-embedding resizing/reinitialization." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility bug is unrelated to an import from image_utils." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization bug and ModelOutput key assignment bug are separate code paths." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures in different packages/symbols; not the same underlying bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Runtime attention-kernel divergence is unrelated to a docstring typo." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is a different save-path bug than Qwen3.5 MoE loading." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but the behaviors and affected models differ materially." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to the ZeRO3 deque failure." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache continuation crash is unrelated to auto-docstring annotation handling." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow failure reporting and DeepSpeed OOM are completely different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and add_special_tokens BOS/EOS regression are not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning bug and missing tensor-parallel plan are distinct Qwen3-related 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": 17, + "review_unit_index": 37, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44779", + "issue:44871", + "issue:44933", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834" + ], + "soft_pairs": [ + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:43116|issue:44190", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:42831|issue:44623", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:30333|issue:36331", + "issue:43232|issue:45834", + "issue:30333|issue:34689", + "issue:44222|issue:44484", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44263|issue:45092", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44373|issue:44485", + "issue:44514|issue:45103", + "issue:44295|issue:44623", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:43723|issue:44991" + ], + "prepared_review_unit_hash": "1b369334cc9d1ba1ef4454a6330ae1409d19de7fd9f1c6e0c262ac5c6bd5ae3f", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38059, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are superficially similar v5/tokenizer/import/save_pretrained regressions, but they do not appear to be the same concrete bug. I would not merge any of the soft edges, and there are no PRs here to compare.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue fits the cluster well; the items span unrelated problem classes (imports, training, model loading, tokenizer behavior, processor save/load, and model-specific regressions).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the closest representative of the recurring tokenizer-loading regression subtheme, but it still only covers one slice of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different failures: missing image-patch method vs. old InternVL2 meta-init incompatibility." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizers, but one is a clean_up_tokenization_spaces change and the other is a codec/warning regression for Kimi-K2.5." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated issues: PEFT version bump vs leftover dummy-class cleanup." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different concrete regressions: tokenizer cleanup behavior vs Pegasus output drift." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error and deepspeed double optimizer-step are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch imports/repo hygiene, but the actual bugs are different modules and failures." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both are save_pretrained-related, but one is FP8 MoE saving and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script bugs: empty multilabel results vs local dataset loading." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata bug vs deepspeed optimizer stepping bug." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Both are init/state issues, but they describe different mechanisms and code paths." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but they affect different objects and different missing outputs." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor arg crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy concern and processor save_pretrained missing files are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different root causes." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import/dependency failures: missing transformers.onnx vs missing PyTorch." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failed training and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation sync state bug vs Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training failure reporting and Llama 3.2 model-loading regression are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug is unrelated to the max_shard_size question." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer-class metadata bug and Qwen3.5 MoE from_pretrained failure are different issues." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and flash-attention generation bug are not the same concrete problem." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import error and MLFlow failure reporting are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training failure reporting and embedding resize/reinit bug are different code paths." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Serve API request rejection and Gemma4Processor missing _tokenizer are different serving bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same subsystem name, but one is a torch.split return-value issue and the other is a missing ReLU; not the same bug." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mistake vs RoPE implementation bug." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2.5-VL chat-template crash and auto_docstring annotation crash are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access issue and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different model/config issues: MLA rms_norm_eps precision vs InternVL2 meta-init incompatibility." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init issue and Qwen3.5 visual key save_pretrained regression are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and Gemma-3 eos_token_id mismatch are different bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stall and SigLIP2 zero-probabilities issue are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they involve different models and no clear shared code-path 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": 17, + "review_unit_index": 38, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44913", + "issue:44945", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:39401|issue:44568", + "issue:44263|issue:44373", + "issue:42757|issue:45278", + "issue:42831|issue:44038", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:42886|issue:42994", + "issue:43576|issue:43784", + "issue:42831|issue:45753", + "issue:42886|issue:43066", + "issue:22355|issue:28218", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:43232|issue:44743", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:43122|issue:44514", + "issue:41628|issue:45278", + "issue:43976|issue:44945", + "issue:43784|issue:45600", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44261|issue:44373" + ], + "prepared_review_unit_hash": "aa9f9638b0ce2d899fd4380af975ca0060f5ce94f315b1a08abf6578dff54370", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36512, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of Transformers issues: tokenizer regressions, import failures, model-specific bugs, config problems, and a few SAM/Qwen/GLM-specific failures. There is no strong duplicate cluster here; the closest thing to a representative umbrella is the broad import-regression report.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest and most umbrella-like issue in the set: \"Many import errors after update from 4.57.0 to 5.5.0.\" It best represents the general regression theme, even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generally actionable and central report in this set, with a broad regression scope and open status. It is the best single issue to anchor triage, though not a true duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-loading problems, but one is a generic AutoTokenizer v5 load issue and the other is a specific FastSpeech2ConformerTokenizer failure; different code paths and symptoms." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules/models; not the same underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config handling, but one is default multimodal config initialization and the other is GPTNeoX rotary_pct persistence on reload; distinct failures." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Completely different problems: FineGrainedFP8 accuracy vs a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong offset mapping and the other is add_special_tokens not adding BOS/EOS; not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Unrelated: a torch.split return-value issue in GLM MoE code vs a wrong docstring for position_ids." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related regressions, but one is a specific missing huggingface_hub symbol and the other is a broad import-error report; too different to merge." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Unrelated model-specific issues: FineGrainedFP8 accuracy vs Qwen3-VL-Moe behavior in Transformers 5.0." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation/sync_gpus bookkeeping is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different SAM/Qwen model bugs: RoPE layer dropping vs tied-weights warning across layers." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "One is tokenizer cache loading offline; the other is quantized model saving failure. Different subsystems and fixes." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI env command and a sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to a Qwen3_5 infinite-loop image bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizers, but one is offline cache loading and the other is an incorrect tokenizer decoder type in v5; different concrete bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module vs an extra-space tokenizer formatting issue." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both are tokenization-related regressions, but one is a version-to-version tokenization difference and the other is zero assistant masks in multimodal apply_chat_template; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split issue are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Both touch from_pretrained plumbing, but one is tokenizer mapping fallback logic and the other is AutoProcessor kwargs propagation; not the same fix." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both mention generation/cache, but the concrete bug differs: sync_gpus update bookkeeping vs recurrent states resetting in modular_qwen3_5.py." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading-related, but one is Sentence Transformers stuck loading and the other is a MacOS bus error on a CLIP model; not clearly the same issue." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and incorrect output under pipeline parallelism are different problems." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "A position_ids buffer read error and tokenizer.save_pretrained class-name mismatch are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor.cached_file kwargs propagation is unrelated to apply_chat_template crashing on assistant tool-call messages." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both are tokenizer/template regressions, but one is a general tokenization change across versions and the other is a batched Qwen2_5_VLProcessor padding crash; different code paths." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import failures, but one is a specific AutoImageProcessor import error and the other is a broad many-imports regression; not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility failure and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "A NameError during import and a broken auto_mappings reference to removed Sam3LiteText configs are different failures." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer and failure to load a specific tokenizer are not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized model saving failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM3 family, but one is a model-type warning and the other is a missing attribute error; they are distinct concrete bugs." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layernorm precision/config issue and a wrong docstring for position_ids 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": 17, + "review_unit_index": 39, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753" + ], + "soft_pairs": [ + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43493|issue:45753", + "issue:42907|issue:44222", + "issue:43066|issue:44779", + "issue:43122|issue:44977", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43064|issue:43673", + "issue:42222|issue:43441", + "issue:43116|issue:43493" + ], + "prepared_review_unit_hash": "6d4998cec299b6607d4bcffbb29e5aab09d8fb1584af767f733f3828a6f47957", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36601, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a tight duplicate cluster; it mixes many unrelated model-specific bugs, import errors, tokenizer regressions, and training issues. The closest umbrella issue is the broad import-regression report (#45278), but most others should remain separate.", + "confidence": 0.86, + "canonical_issue_reason": "#45278 is the broadest and most umbrella-like issue here: it explicitly covers many import errors after upgrading to 5.5.0, so it is the best candidate to represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#45278 is the best overall issue candidate because it is open, general, and plausibly subsumes some of the import-related regressions in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA/ReLU-indexer discussion and GLM-5 RoPE implementation are unrelated subsystems and failure modes." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "One is a Qwen3.5 config propagation bug; the other is a flash-attention training degeneration issue. Different code paths." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset mappings and empty assistant masks are both tokenization-related only at a very high level, but they are distinct bugs with different symptoms." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results and missing mm_token_type_ids defaults are different layers of the stack." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 boxes and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and loading Phi-4 multimodal are separate model-specific regressions." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading and tokenizer save_pretrained class mismatch do not look like the same underlying bug." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer behavior changes in v5, but they affect different models and likely different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading issues and position_ids buffer access are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel optimizer/training corruption is unrelated to the multi-label classification example script bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file breaking from_pretrained are different I/O paths and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and packages, so they are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for moe are separate issues." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and newer versions, but one is a bad saved checkpoint while the other is a from_pretrained load error; not enough to call them the same bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are unrelated import failures." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift and pipeline-parallel output corruption are distinct training/inference bugs." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image-specific infinite loop are unrelated model behaviors." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both concern model saving with quantization, but they affect different models and formats, so they are not clearly the same change." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type mismatch and Deepseek tokenizer regression are related only broadly; the model and concrete failure differ." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression versus flash-attention generation bug are different problems." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor kwargs forwarding are unrelated load-path bugs." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and a PyTorch version check bug in flex_attention are different import-time issues." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad umbrella for many import errors, but this specific missing symbol is not enough to prove the same underlying regression." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and bf16 dtype mismatches in CI are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation and GLM-5 RoPE implementation are different components." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "A missing transformers.onnx module and a LayoutLMv3 error-message complaint are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch helper in GLM46V are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility and flex_attention import version-checking are different compatibility issues." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer state corruption and chunked_prefill cache missing are separate training vs generation bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral-3 FlashAttention failure are unrelated model-specific regressions." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output emptiness and SigLIP2 implementation mismatch 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": 17, + "review_unit_index": 40, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43116", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44933", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43937|issue:45563", + "issue:45083|issue:45446", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:44484|issue:45310", + "issue:44829|issue:45216", + "issue:42673|issue:43582", + "issue:42371|issue:44261", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:44933|issue:45278", + "issue:42222|issue:45542", + "issue:43937|issue:44496", + "issue:42673|issue:43577" + ], + "prepared_review_unit_hash": "f5a3c0a386beab5110455ba1a1f4c8148f221d93858e7c24901f6faea9930ba5", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36558, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly false-positive similarity matches across unrelated bugs. The only clear near-duplicate in the set is the repeated Qwen3.5-Moe from_pretrained regression (45310/45478), which is not one of the soft-edge candidates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45310 is the best canonical issue: it is a concrete, reproducible regression for Qwen3.5-Moe loading and is an exact duplicate of 45478.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest representative for triage because it captures the exact failing code path and has a clear duplicate twin (45478), while most other issues here are only loosely similar or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different bugs: optimizer argument handling vs trainer.evaluate failing after train; same training area but not the same code-path problem." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Both involve example/pipeline behavior, but one is multi-label classification output and the other is a v5 translation-task error message; not the same underlying bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is save_pretrained writing wrong visual encoder keys and the other is from_pretrained load failure; different concrete code paths." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen/Moe v5 regressions, but the model variant and failure mode differ; too broad to treat as the same bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated generation issues: invalid GenerationConfig vs stale warning about num_return_sequences." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems and symptoms: qwen3_omni_moe feature-length helper vs flex_attention import version check." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer problems, but one is tokenizer loading regression and the other is wrong offset mapping in Qwen3; not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None-handling vs flash_attention crash on sink-less models; unrelated failures." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referring to removed pipeline APIs is unrelated to a PyTorch version gate/import check bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are model-specific tokenizer incorrectness after v5, but Qwen3 offset mapping and Deepseek tokenization are different code paths and symptoms." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different generation failures: GLM-5 invalid config vs Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "No evidence they share the same bug; one is VRAM leakage across dataloader threads and the other is just an isolated reproduction of another issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are type/initialization regressions in v5, but one is init_empty_weights with an unexpected argument and the other is PretrainedConfig type checking; not the same concrete fix." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Different areas: batched video processor output shape vs AutoProcessor crash without torchvision." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum version bump is unrelated to a flex_attention import/version check bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing_utils, but one is a small bug and the other is a pytest-xdist race on captured_info.txt; not the same underlying defect." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different modules; too broad to merge." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback issue vs Mistral regex patch crashing on backend_tokenizer; different bugs." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs runtime post-processor update behavior in TokenizersBackend; not the same issue." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3.5-family regressions: missing projections in qwen3next vs from_pretrained error for Qwen3.5 Moe." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to a Qwen3.5 Moe loading regression." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Different model/task behaviors: flash_attention_3 degenerates training, while 45216 is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in multithreaded dataloaders is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings guidance is unrelated to MLA q_a_layernorm precision/config epsilon behavior." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_tracker vs key error loading MobileLLM are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to a testing_utils bug." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad umbrella about many import errors, while the former is one specific missing import; not enough to prove the same underlying bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose breakage and a tensorboard-without-TensorFlow backend error are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is unrelated to an unrecognized model/config loading error." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in dataloader threads vs dtype not propagating in Blip2 loading; 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": 17, + "review_unit_index": 41, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:42175|issue:42222", + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:38617|issue:44220", + "issue:42371|issue:42831", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:43673|issue:45341", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:43012|issue:43408", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:43335|issue:45071", + "issue:43931|issue:44038", + "issue:45003|issue:45341", + "issue:43986|issue:44484", + "issue:43986|issue:45341", + "issue:43408|issue:44368", + "issue:43097|issue:43452", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:43986|issue:45372", + "issue:44829|issue:45245", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44261|issue:44485" + ], + "prepared_review_unit_hash": "4d5ef40f0dde068923e7a30b2d6e182d45a53a7d609eea0e4b96f06127cea84f", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38032, + "estimated_input_tokens": 9508, + "estimated_eval_tokens": 19272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues. The closest soft match is issue:44483 \u2194 issue:45464, but the available metadata only supports a shared chat/completions failure area, not a confirmed same bug or model-specific duplicate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:44483 is the best anchor for the chat/completions subgroup because it is earlier and broader, but the provided metadata does not establish it as the definitive master for issue:45464.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44483 is the strongest issue candidate to represent the chat/completions failure subgroup, though the cluster overall is too mixed to justify a strong global duplicate-tracker claim.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Different subsystems: backend/package installation vs ViTPose model breakage." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimization, but one is ignored SGD args and the other is duplicate optimizer.step() calls under deepspeed." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Shared chat/completions area, but the metadata does not prove the same model, request path, or exact failure mode." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated import error vs audio feature extraction bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 warning/API guidance and FineGrainedFP8 accuracy regression are different issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder-type mismatch is not the same as changed tokenization output across versions." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Compile-time precision warning vs incorrect dtype loading for model components." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache handling and a testing_utils bug are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained shard-size behavior is unrelated to Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model internals: image-patch counting vs MLA norm-epsilon precision issue." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3next missing projections is not the same underlying failure as Qwen3.5 MoE loading." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config attribute and unexpected position-id keys are separate migration symptoms." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Dtype/precision warning and model-type mismatch warning are distinct configuration problems." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in GLM indexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking failure are different API breakages." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Broken ViTPose models and tokenizer error masking without protobuf are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention-related issues, but different models and outcomes: inference failure vs degenerate training." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking and TensorFlow backend detection are separate issues." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model families and different loading failures." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Sparse layer construction bug and type-checking breakage are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen model families and different failure modes." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Missing torchvision crash and max_shard_size behavior are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model dependency handling and testing_utils are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different configuration warnings with different triggers." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config attribute removal and gguf_file loading breakage are not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and a model-loading failure are too vague to treat as the same code path." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both touch GLM-family multimodal code, but they are distinct bugs." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version compatibility and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision and missing ReasoningEffort from mistral_common are different optional-dependency import failures." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention-3 training degeneration is unrelated to the category-count limit error." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two import errors, but from different packages and different symbols." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer state corruption and Liger Kernel not being applied are different training-stack issues." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps in MLA and GLM-5 RoPE implementation are distinct model-architecture concerns." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conservative pair judgments are fine, but the duplicate call on issue:44483 \u2194 issue:45464 is overstated. From the packet we only know both concern chat/completions failures; the exact Qwen3.5-0.8B streaming bug is not established by the provided metadata alone. The summary also goes beyond the evidence by calling this the only clear duplicate pair / canonical tracker. Please soften that conclusion unless the issue bodies explicitly show the same model and failure mode." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43381", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44222", + "issue:44230", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:45103", + "issue:45290", + "issue:45375", + "issue:45478", + "issue:45479", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:38617|issue:44351", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43352|issue:44380", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:43618|issue:44380", + "issue:43012|issue:44683", + "issue:43618|issue:43761", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:44038|issue:44230" + ], + "prepared_review_unit_hash": "7dddff1596eddbf72710670fecc2b858768863a57cca49e03ffdbaad740c55a3", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38064, + "estimated_input_tokens": 9516, + "estimated_eval_tokens": 19288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues with only superficial keyword overlap (imports, v5 regressions, save/load, Qwen, CLIP, etc.). I do not see any pair that is clearly the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43097 is the best representative of the largest recurring theme here: Transformers v5 behavior/regression complaints around removed or changed model/config APIs, and it also has the strongest apparent centrality among the candidate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the most representative issue for triage because it sits closest to the broad v5 migration/regression theme that appears repeatedly in this cluster, even though the cluster overall is not truly coherent.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules (`layer_type_validation` vs `HybridCache`) with unrelated failure modes." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.x vision-related models, but one is missing layer projections and the other is a config field being dropped by strict validation." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "One is an `AddedToken` argument collision, the other is `TOKENIZER_MAPPING_NAMES` returning `None`; these are different tokenizer code paths." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "`tie_embeddings_and_encoder_decoder` removal and a flash-attention `s_aux=None` crash are unrelated bugs." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and different failures: Qwen3-VL-Moe compatibility versus missing projections in qwen3next." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` kwargs forwarding and the auto-docstring annotation crash are separate utilities with different failure points." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline/local file handling is unrelated to missing `embed_tokens.weight` during UMT5 encoder loading." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "A missing `torchvision` dependency crash is not the same as a tokenizer mapping lookup returning `None`." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is a v5 config/API removal warning; the other is an offloading/quantization bug." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Importing a specific Qwen VL class and crashing without torchvision are different issues." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete bug." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "A removed embedding-tie helper and outdated pipeline docs about `return_all_scores` are different topics." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline chat/translation task messaging and saving Pipeline objects involve different code paths and symptoms." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "A missing weight when loading UMT5 is unrelated to the `max_shard_size` default in `save_pretrained()`." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention backends, but one is unsupported Flash Attention for a model and the other is GPT-2 scaling being ignored." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and a Bamba `torch.compile`/SDPA failure are unrelated model-specific problems." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 precision warning from compilation is not the same as a model failure under `torch.compile` with SDPA." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are different warnings with different triggers: compilation precision versus tied-embeddings config advice." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated behaviors." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and an infinite-loop image generation bug are different model/runtime issues." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving a dequantized model and saving a Pipeline object are both save-related but not the same bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT-2 attention scaling under backends and degenerate zero-loss classification are completely different code paths." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash Attention support for Nemotron and a Python-version compatibility problem are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and GPT-2 attention scaling are unrelated issues." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and a Beit image processor label-reduction bug are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "A missing config attribute and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "A chat-completions API request rejection and a batched `apply_chat_template` crash are different endpoints and failures." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/Moe/FP8, but one is save_pretrained support and the other is a from_pretrained regression; not the same concrete bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Missing CLIP attentions and GPT-2 attention scaling are unrelated model behaviors." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A bfloat16 warning is not the same as compiled flex attention failing on torch >= 2.9." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one concerns attentions and the other hidden states; different output fields and fixes." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "These are different import errors from different packages/symbols and do not share the same root cause." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import failure in configuration utils and unwanted API requests under `local_files_only=True` are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "A v1 chat-completions endpoint issue and a chat template crash with tool-call assistant messages are different problems." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen/VL/Moe/FP8, but one is a general v5 compatibility bug and the other is FP8 inference support; 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": 17, + "review_unit_index": 43, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43756|issue:44485", + "issue:43299|issue:45753", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:44077|issue:44380", + "issue:36010|issue:42757", + "issue:42898|issue:43066", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:44188|issue:44380", + "issue:36683|issue:44242", + "issue:43064|issue:44492", + "issue:43352|issue:43931", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850" + ], + "prepared_review_unit_hash": "e82ff03e28a993437c60eecf1de0f4d87863f3ebd09b071dee9a55238a4ecda6", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37169, + "estimated_input_tokens": 9293, + "estimated_eval_tokens": 18842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous Transformers bug reports spanning different models, versions, and subsystems. There is only one clear duplicate-like pair around import-time slowdown; the rest should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 41669 is the clearest root-cause report for the import slowdown: it names the concrete cause (`import *` in models) and the observed impact. Its paired report 44246 is the more generic symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best overall umbrella issue in this set because it is the broadest, open report about widespread import regressions after upgrading and can absorb related symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different failures: Qwen3VL MoE loading vs a state-dict ordering load error. Same general loading area, but not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request validation is unrelated to Qwen2.5-VL video position-id handling." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different model implementations and different defects." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "One is a model-loading regression; the other is an infinite-loop generation bug on a specific image." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for `return_all_scores` is unrelated to pipeline serialization/save_pretrained failure." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 config attribute loss and Sam3 vision output attribute loss are different model-specific bugs." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and pipeline object saving are distinct serialization paths and failure modes." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention2 support gating is unrelated to invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State-dict sorting load error and incorrect Qwen3.5 checkpoint saving are different save/load regressions." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "`post_init` policy for patchtsmixer is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages (`transformers.generation` vs `huggingface_hub`)." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Both tokenizer-related, but one is a behavior change in cleanup spaces and the other is a decoder-type regression." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing `vocab_size` is unrelated to patchtsmixer `post_init` deprecation." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "`base_model_prefix` loading breaks and pipeline save_pretrained failures are separate code paths." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Different Python-version compatibility failures: 5.1.0 vs Python 3.9+ and Python 3.14 import failure." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unsupported FlashAttention2 and missing auxiliary losses in D-FINE are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Both involve MoE-ish internals, but they are different models and different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3 config missing `vocab_size` and Llama4Config missing `pad_token_id` are separate attribute regressions." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 checkpoint save correctness." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Torch.compile branching divergence in attention kernels is a different bug from GPT2 attention scaling being ignored." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config attribute error is unrelated to router-logits load-balancing loss handling." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "FlashAttention2 support error is unrelated to Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior is unrelated to generic import errors after upgrade." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing weights and Qwen3.5 MoE from_pretrained errors are different loading regressions." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A sorted state_dict load failure is unrelated to missing `deepstack_visual_indexes` in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "These match on the same underlying import-time slowdown: 41669 identifies the concrete cause (`import *` bloat), while 44246 reports the user-visible slow import symptom." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors and Python 3.13 `@torch.jit.script` parsing failures are different interpreter/decorator issues." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Config attribute regression and distributed training optimizer-state bug are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness from missing `set_seed()` is unrelated to xdist workers racing on `captured_info.txt`." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and `PretrainedConfig` type-checking regression are different compatibility problems." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State-dict ordering load failure and incorrect visual encoder keys in save_pretrained are different save/load bugs." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache/layer `update()` no_grad behavior is unrelated to the broad complaint about too many models breaking since v5." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the broad import-regression umbrella around issue 45278 is reasonable, issue 41669 is the clearest root-cause import slowdown report, and the lone accepted soft pair (41669/44246) is supported by the titles. The remaining soft-edge rejections stay conservative and do not overclaim shared bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:44360|issue:45440", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43010|issue:44075", + "issue:43723|issue:44556", + "issue:42890|issue:45341", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:30333|issue:33453", + "issue:43299|issue:44556", + "issue:44315|issue:44360", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071" + ], + "prepared_review_unit_hash": "b712106ef137fee0c5438014e14a0eb9ac5e93af3403051c425e8b45a14c41e3", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37518, + "estimated_input_tokens": 9380, + "estimated_eval_tokens": 19016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issues; only one pair looks plausibly like the same model-loading bug. Most soft matches are broad keyword overlaps rather than true duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45125 is the most concrete canonical candidate: it names the specific model class and a clear loading/tensor-parallel failure mode that plausibly explains the related from_pretrained report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45125 is the best representative issue because it is specific, reproducible, and tied to a clear code path; if one duplicate is kept, this is the better anchor than the more generic error report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are loading errors, but they involve different models and likely different root causes; too broad to treat as duplicates." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "One is about no_grad decoration on cache update, the other about Python version compatibility; unrelated bugs." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 import/load failure and Qwen2.5-VL video position_ids are different failure modes." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer post_init validation are separate code paths." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is a specific OOM on one model; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Implementation divergence complaints in different subsystems are not enough to unify these." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing import and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model load failure due to sorted state_dict and save_pretrained shard-size discussion are different topics." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions and LwDetrImageLoss AMP crash are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "These target different models and different runtime issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness from missing seeds is unrelated to a model-loading regression." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test failures, but the affected tests and causes differ." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures in different files; no shared underlying bug." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline API-request leakage and AddedToken argument duplication are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Generation cache no_grad and SGD arguments not being used are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and checkpoint reload after upgrade to v5.2/v5.3 are both version-related, but not the same concrete failure." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Test seed flakiness and a bug in testing_utils are not the same issue." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression and checkpoint reload incompatibility are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both involve MoE models, but one is FP8 save_pretrained and the other is tensor-parallel loading; different code paths." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer update decoration and Sam3PixelDecoder dummy Conv2d are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline request leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file import errors and a performance regression after upgrade are not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but the failing behavior and likely fix differ." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and forward doc confusion are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE loading path; the generic from_pretrained failure is plausibly the symptom of the missing _tp_plan / tensor-parallel loading bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "A specific Qwen3VL MoE load failure and a version-upgrade checkpoint reload problem are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application with model_init and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline request leakage and FP8 MoE save_pretrained issues are different concerns." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and GLM46V image-patch counting are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "API requests despite local_files_only and a stray 'racoon' issue are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Failed MLflow reporting and tensor parallel training bugs are different subsystems and symptoms." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file loading errors and PretrainedConfig type-checking breakage are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster-level summary is conservative and grounded in the packet. The single accepted pair (45125, 45478) is a plausible same-bug match based on the shared Qwen3.5 MoE loading path, and the remaining soft matches are appropriately rejected as likely unrelated or too broad." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42757", + "issue:42890", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:44222|issue:44230", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:43673|issue:44492", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:43572|issue:45850", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:45278|issue:45850" + ], + "prepared_review_unit_hash": "910f2e2294b9b65fced10702089037b10097808148cbedf143d90d37d8db4b95", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37332, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5 regressions and compatibility issues, especially import/load/save breakages. The only reasonable canonical issue is the broad upgrade-regression report about many import errors after moving to v5.5.0; the rest are too heterogeneous for duplicate merging. No soft edge pair is convincing enough to accept.", + "confidence": 0.33, + "canonical_issue_reason": "issue:45278 is the strongest umbrella candidate: it is open, clearly states a broad post-upgrade regression, and fits the common theme of import/load breakage better than the more vague or highly specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most useful triage target because it is concrete enough to act on while still broad enough to represent the shared v5 import-regression theme in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Different bugs: compiled Python-file execution errors vs saving Pipeline objects. No shared code-path or concrete fix." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs mentioning pipeline() and an unrelated issue titled 'racoon' are not the same underlying bug." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both involve loading, but one is tokenizer loading and the other is model loading for a specific Llama vision checkpoint; too different to merge." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "One is an import error for is_offline_mode, the other is a broken CLI command; different symptoms and fixes." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; not the same bug." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Both are v5 breakages, but one is CLI-related and the other is a specific model import failure; not one concrete code-path problem." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type-checking regression are separate issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion versus an import error for layer_type_validation are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap beyond being issues in the same repo." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different missing symbols; not enough evidence of a single shared root cause." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Different failure modes: missing import versus broken env command." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "CLI breakage and Python 3.14 load failure are different problems." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a typo in cache strategies are not the same underlying bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated issue titled 'racoon' do not match." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion and an unrelated issue titled 'racoon' are not duplicates." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "ImportError for AutoImageProcessor and compiled-file execution errors do not share a concrete bug." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "The latter is a vague umbrella complaint; it is not the same concrete bug as a Qwen3.5 chat crash." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Precision error from missing rms_norm_eps and DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A specific missing-files save_pretrained bug and a generic bug report are not the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problems and undefined tf backend from tensorboard-only installs are different root causes." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading not working and unsafe sys.modules access are related in theme but not clearly the same concrete bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL behavior bugs, but one is 2D box output hallucination/error and the other is an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are upgrade regressions, but one is the env command and the other is checkpoint reload compatibility; different fixes." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output bug and PretrainedConfig typing regression are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen/MoE and v5, but one is a general bug report and the other is a missing tensor-parallel plan; not the same code-path." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config attribute bug versus a vague complaint that many models break; not a duplicate." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance issue and chunked_prefill cache issue are not the same bug." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 checkpoint compatibility, but one is generic reload failure and the other is remote-code meta-init incompatibility; too different to merge." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is not the same as a broad v5 breakage complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings and cache strategy typo are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in a specific config is not the same as a generic 'too many models break' report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Both mention kwargs, but they affect different APIs and code paths; not a single fix." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky integration test and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 complaints, but one is specifically about many import errors after upgrade and the other is an unspecific generalization; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850" + ], + "soft_pairs": [ + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:44315|issue:44829", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341" + ], + "prepared_review_unit_hash": "e22cb91f06bebdc16a239008f171efe98eb99791a25c91e92b7591df27a670ee", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40805, + "estimated_input_tokens": 10202, + "estimated_eval_tokens": 20660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose bundle of Transformers v5/v5.4 regression reports and unrelated model-specific bugs. The soft matches are generally too broad or too far apart to treat as duplicates, so I would keep them separate.", + "confidence": 0.28, + "canonical_issue_reason": "If forced to pick one issue, issue:45850 is the broadest umbrella complaint about widespread v5 breakage, but the cluster is too heterogeneous for a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best cluster anchor only because it is the broadest and most generic report; it is not a clean duplicate target for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different bugs: model-type warning vs Liger Kernel application." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown and lazy-loading failure are not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility vs Qwen3-VL output bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support error vs Qwen3-VL hallucination/output issue." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage is unrelated to scheduler kwargs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch vs generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type checking regression." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer error vs generic placeholder bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/import cost vs HybridCache import failure." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup/import cost vs testing_utils typo." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache strategy typo vs pipeline-parallelism output bug." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "GLM46V patch-count AttributeError vs broad v5 complaints." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-VL vs Qwen3.5 MoE from_pretrained failures." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "post_init policy change vs tied-weights AttributeError." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs referencing pipeline() vs scheduler kwarg handling." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel model_init issue vs flash_attention_3 training degeneration." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Confusing docs vs tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import performance cleanup vs scheduler timescale bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy loading problem." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained vs tied weight key crash." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU bug vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading bug vs inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation bug vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug vs scheduler kwargs regression." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import performance cleanup vs VRAM leak in dataloader threads." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion vs Llama 3.2 model-loading breakage." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docs confusion vs flash_attention import error." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel model_init issue vs remote-code/meta init incompatibility." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation vs Gemma-4 audio encoding bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak vs GLM-5 RoPE bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings warning vs VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network request bug vs timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp bug vs processor.save_pretrained missing files." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp bug vs VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values bug vs Gemma-4 audio encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs Gemma-4 audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm precision bug vs Gemma-4 audio encoding." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak vs testing_utils bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer v4/v5 behavior differences vs wrong decoder type." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler bug vs unrelated placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "tied weight crash vs chat template tool-call crash." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo vs unrelated placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Placeholder issue vs broad v5 breakage complaint." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated placeholder issue vs 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": 17, + "review_unit_index": 47, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-399", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:45310" + ], + "soft_pairs": [ + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "8c3494c53747e48fd43b20f59b9010e5c96fe086ede2eb6e89a02b62c8fca242", + "component_budget": { + "node_count": 399, + "item_count": 399, + "soft_pair_count": 1495, + "serialized_chars": 770929, + "estimated_input_tokens": 192733, + "estimated_eval_tokens": 385722 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 10, + "serialized_chars": 10348, + "estimated_input_tokens": 2587, + "estimated_eval_tokens": 5430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of superficially similar but unrelated issues. The only repeatedly linked item is the generic from_pretrained/loading-speed report, but the soft pairs do not look like true duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 31515 is the broadest and most central item in the similarity graph: it is the only generic loading/from_pretrained report and appears in the most soft-pair matches, even though those matches are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "31515 is the best representative issue because it is the most general loading-related report in the set; the other issues are narrowly about different bugs, models, or documentation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Different failures: Llama4Config missing pad_token_id vs _get_tied_weight_keys crashing on a list-valued _tied_weights_keys. Not the same code path." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Different problems: missing pad_token_idx in StableLmConfig vs a tied-weights helper AttributeError. No shared underlying bug." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "31515 is a slow checkpoint load issue; 38617 is an ImportError for layer_type_validation. Unrelated symptoms and code paths." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 inference support for Qwen3/VL vs processor.save_pretrained omitting files. Different functionality." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job-status reporting on failed training vs checkpoint loading slowness. Different subsystems and bugs." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained load performance vs tensor-parallel training correctness. Not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance issue vs documentation confusion about model.forward arguments. Not a duplicate." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both touch Qwen3.5 MoE-related work, but one is fp8 inference support and the other is a from_pretrained error; too different to merge as duplicates." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading slowness vs tokenizer loading regression. Similar theme, but different concrete failures." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support vs fp8 Qwen3/VL support. Different model capability gaps." + } + ] + }, + "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": 17, + "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": "37eb65c2224b21a7cf81fa2559d493c677fe001ac7f6a03188175c98a339e2ea", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are all about model/tokenizer loading behavior in a broad sense, but they describe different failures: a TAPAS tokenization mismatch, an auth-related download/error-message problem for private models, and a generic inability to load bert-base-uncased. They do not look like duplicates of the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #16618 is the most broadly phrased and central to the cluster theme ('Can't load the model for bert-base-uncased'), so it is the best representative issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best fit for the cluster because it is the most general model-loading failure among the three, whereas #13244 is specifically about TAPAS tokenization and #15980 is specifically about private-model download/auth behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different underlying problems: TAPAS tokenization differing from TensorFlow code vs. a generic model-loading failure for bert-base-uncased. Same broad area, but not the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "#15980 is about an incorrect error message when downloading a private model while logged out, which is an auth/download UX issue, not the same as the model-loading failure described in #16618." + } + ] + }, + "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": 17, + "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": "3a96138591fd5cb18145c44df4fc9faa0b39ef1eeea9d32e94b8b65cc66795c3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated feature-request issues: one for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They share a loose \u201ccommunity contribution\u201d framing and architecture-related wording, but not the same underlying change or bug.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: the requests target different features and code paths (Flash Attention 2 vs GGUF support). Similar wording about supporting more architectures is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "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-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "829c0fd5da6cdccf98dd33f13991bb3ba6fe76e02bc5273ec2d5ede5ada3071d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are language-specific documentation translation requests that look superficially similar because they share a template, but they are not duplicates of the same underlying task. The Turkish issue is concrete; the others appear to be separate per-language instances of the same template.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 27088 is the only concrete, language-specific request ([i18n-TR]); the others are generic placeholder/template instances and should not be treated as duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation targets; same template wording, but not the same underlying work item." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language translation requests. The similarity is from the shared template, not duplicate content." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs. a separate language placeholder instance; these are distinct issues." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic i18n translation template issues, but they likely correspond to different languages and separate tasks." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "High textual similarity comes from the shared template; no evidence they track the same language translation." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "These appear to be separate per-language translation requests, not a single duplicate bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "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-36817-15", + "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" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "e5c541b9ae2d9dc3a50ec8a5beda37cb9451229e7d271164f70d3fea78b93d0c", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items are mostly broad model-add/support requests, but they target different model families and often different modalities (vision, text, ASR/TTS, OCR, sparse transformers). The similarity is largely lexical, so there is no true duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate issue: the tickets describe distinct model requests and code paths, not one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 is the closest umbrella-style representative because it is the most general architecture request, but it still does not duplicate the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert and DEIMv2 are different model requests with no shared underlying implementation bug." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert model config support and Qwen3-TTS support are unrelated model families/modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different models with different architecture targets." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model additions, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a detection model, while LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request concern different architectures and code paths." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different modalities and model integrations." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model families; no shared duplicate bug is evident." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and weight-sparse transformer support are distinct architecture requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model types and would not be merged as one fix." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model requests, not the same underlying issue." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 model architecture support and Qwen3-ASR support are different code-path changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are not the same model integration." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests with different scope." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS-2603 are different model modalities and targets." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are separate model support tickets." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families/modalities." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only broadly on naming, not on the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are different feature requests." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are closely named but still distinct support requests for different endpoints." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different TTS model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse transformer request are different architectures." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse transformer request do not share the same underlying code change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions across different modalities." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are distinct model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and 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": 6, + "component_count": 17, + "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-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "6791e245b285028e81d4ec776167d14c902d22dd8bb035e6ba4364fca2880c5b", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: the issues span unrelated components (normalization, Mask2Former loss handling, generic loss kwargs, config typing, a typo, and tokenizer warnings). No soft edge pair looks like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44031 is the strongest standalone representative: it describes a concrete, user-facing regression with broad impact across tokenizers and a specific failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44031 has the clearest symptom, broadest scope, and most actionable bug report among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different problem types: a question about Llama4TextL2Norm semantics vs a ModernBERTConfig type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both concern loss-related behavior, but one is Mask2Former's ignore_value usage while the other is generic kwargs plumbing; not the same concrete bug." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss/ignore_value handling is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Different subsystems and failure modes: Mask2Former loss behavior vs a quantization attribute typo." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former model bug vs ModernBERTConfig annotation bug; no shared code path." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Generic loss kwargs forwarding is unrelated to a configuration type-hint correction." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERTConfig type-hint issue and tokenizer regex warning regression are different components and defects." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A config type hint typo is not the same as a quantization-operation typo in a different area." + } + ] + }, + "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": 17, + "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": "9a3c7b7e44b91d5b2f89d05cb066a7406b671d955cca8a90bd72d096f0f3177c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about block decoding behavior, the other is a feature request for DeepSeek v3.2 support. They describe different user problems and different likely code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and remedies: decoding logic versus model/version support. No evidence they refer to 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": 8, + "component_count": 17, + "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": "d85e916ddb872ae6a3e035106e7114948db1046f0ec1a16ed2264fd9cf5d0dec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are related by theme (Trainer customizability), but they describe different underlying problems: one is about `remove_unused_column` behavior, the other is about FLOPS estimation for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the better representative of the cluster because it is broader and centers on the main Trainer customizability concern, whereas 43600 is a narrower, separate accounting problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different code-path problems: 43598 concerns `remove_unused_column` customizability in Trainer, while 43600 concerns FLOPS estimation logic for custom trainers. Related topic, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "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": "6d18c4fab9309c0b201b9174c290127fedcbc7f40ae2e6aa3f46a8249b14fd04", + "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 two issues are both about adding model-class support in Transformers auto-mapping, but they target different model families and different auto classes/tasks, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #43684 is the broader and clearer canonical item: it requests explicit registration for Qwen3-Omni in AutoModel and AutoModelForConditionalGeneration, which is a concrete auto-mapping gap.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the better representative because it is more directly phrased as a model-registration task and covers the core auto-class support problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different targets: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 support for AutoModelForSequenceClassification. They are related only at a broad subsystem level, 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": 17, + "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": "079eaf0e3fa1ce898bd7dc2778ab6850c8dd176e848f36d6f2533b8243e72a87", + "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": "Four very low-information closed issues, three with the identical title \"huggingface \" and one unrelated title \"Fett\". There is not enough concrete evidence to confirm any true duplicate relationship, so this looks more like noisy/spammy issue traffic than a well-defined duplicate cluster.", + "confidence": 0.9, + "canonical_issue_reason": "If a representative must be chosen, issue #43859 is the least-bad canonical issue because it has the only discussion activity and matches the repeated \"huggingface\" title. That said, the cluster lacks actionable problem details, so this is only a placeholder canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "#43859 is the best single issue to keep as the representative of the repeated \"huggingface\" submissions because it has slightly more activity than the others. It is not a strong canonical issue in substance, just the most representative of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body/detail evidence tying them to the same underlying problem; only weak textual similarity." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Same as above: no concrete bug description, only generic soft similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No shared issue target or actionable context; \"Fett\" and \"huggingface\" do not establish the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Identical titles, but the issues contain no substantive description to prove they are the same bug rather than repeated/noisy submissions; insufficient evidence to merge as duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title text, but no concrete problem statement or target to confirm they refer to the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title text, but no concrete problem statement or target to confirm they refer to the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "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": "758ee8ceb3bbbf9c3b33703eeb19793946b4073d10122e3c3c9dd2e03c727b75", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items look like low-signal spam or generic placeholder issues; there is no substantive bug report to cluster, so no duplicate relationship is justifiable.", + "confidence": 0.94, + "canonical_issue_reason": "If a representative must be chosen, issue 44371 is the earliest of the spam/placeholder issues, but none of these contain enough real content to establish a true canonical bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44371 is the least bad representative only because it is earliest; it is not a meaningful canonical issue because the cluster lacks actual problem descriptions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic placeholder spam titles with no concrete bug details; identical text alone is not enough to infer the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both appear to be spam/placeholder issues, but there is no describable problem or code-path evidence tying them together." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a vague documentation suggestion; they do not describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated: placeholder spam versus a specific quoted phrase. No common underlying bug is evident." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion and placeholder spam are not the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion and placeholder spam are not the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "They share the same placeholder spam title, but there is no real issue description to confirm they refer to the same bug." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Placeholder spam and a specific named phrase are unrelated; no common bug or change is visible." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Placeholder spam and a specific named phrase are unrelated; no common bug or change is visible." + } + ] + }, + "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": 17, + "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": "4cb91d182802b3e0562bb8c38960f2be39c4e3048b0fc0d0398653a9bf6e3cd7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are near-identical duplicates with the same title and very similar body content; issue #45145 is the better canonical choice because it was created earlier and already has inbound references.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45145 was opened earlier and has the same title/body as #45151, so it is the best duplicate cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is preferable as the representative issue because it predates #45151 and already has an inbound reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same underlying issue: identical title and highly similar content, with no distinguishing targets or filenames." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues share the same title, have similar body sizes, and the pair is marked soft-similar. Choosing #45145 as canonical because it was created earlier and has an inbound reference is conservative and supported. No unsupported claims or overreach are apparent." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "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": "455c8c94d193241c4ea7bb5b237d40ed3a869babcff8fe4166293774b2a46cb5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different 4-bit inference failures with different root causes: one is a Gemma4/audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig skip-module regression that drops the default lm_head exclusion and triggers an AssertionError. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue for the pair: 45672 is a Gemma4/audio-module-specific dtype bug, while 45674 is a separate BitsAndBytesConfig regression affecting module exclusion behavior in 4-bit inference.", + "canonical_pr_reason": null, + "best_issue_reason": "45674 is the better representative only in the sense that it is the clearer, more general bug report with a specific config regression and an explicit failure mode; 45672 is a narrower model/module-specific symptom and not the same underlying issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs: torch.finfo() on uint8 weights in Gemma4 audio modules versus BitsAndBytesConfig llm_int8_skip_modules clearing the default lm_head exclusion and causing an AssertionError. Same broad 4-bit area, but not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "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": "4140fd384c3350dce98c8b69d3703a6ec331a6dcb67c8bbb5f3e99aca5431108", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated and only share superficial name/date formatting. They do not describe the same bug, request, or code-path problem, so the soft duplicate edge 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:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different personal names and dates; no evidence of a shared defect, feature request, or technical context." + } + ] + }, + "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": 17, + "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": "8932e429868beaa13199451da59cddfdea6e76481efa9913fb0e2c5bf5f9d639", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not look like duplicates or the same bug report; they appear to be unrelated low-information entries with different personal-name titles and no body detail.", + "confidence": 0.93, + "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 dates; there is no shared problem description, code path, or evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "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": "14d8b67f84abbc2e684b403d91333be59c909c3d8f1726f0b353444c613c95b2", + "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 contains two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a different dataset-sales post and should not be merged with either pair.", + "confidence": 0.97, + "canonical_issue_reason": "45870 is the earliest of the exact duplicate pair 45870/45871, with identical title/body content and no sign it differs in substance.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best issue representative because it is an exact duplicate twin with the earliest timestamp; the rest of the cluster splits into a second duplicate pair plus an unrelated dataset item.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a dataset bundle/free-sample listing versus a financial time-series example in DataForge." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a dataset bundle/free-sample listing versus a financial time-series example in DataForge." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate pair: same title and matching body/content." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are finance/DataForge themed, but one is an example post and the other is a scraping-service request; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Both are finance/DataForge themed, but one is an example post and the other is a scraping-service request; not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request: example prediction writeup versus scraping-service enhancement." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request: example prediction writeup versus scraping-service enhancement." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate pair: same title and matching body/content." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are conservative. The titles, body lengths, and Jaccard 1.0 scores support treating 45870/45871 and 45872/45873 as duplicate pairs, while 45869 is clearly a different dataset-sales item. No mergeability issue is present here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 28, + "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-39895-16", + "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:45795", + "pull_request:45899", + "pull_request:45919", + "pull_request:45922" + ], + "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:45919", + "pull_request:43424|pull_request:45899", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:45922", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:45899", + "pull_request:44827|pull_request:45899", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:45170|pull_request:45899", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:45213|pull_request:45899", + "pull_request:45795|pull_request:45899", + "pull_request:43823|pull_request:45795", + "pull_request:43823|pull_request:45899", + "pull_request:44827|pull_request:45922", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "7ac2ccd4b942bc1e4b28e81e55ecec6066c37e1e896d0993d47146f2e7d73aaa", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 29, + "serialized_chars": 46650, + "estimated_input_tokens": 11663, + "estimated_eval_tokens": 23582 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 29, + "serialized_chars": 46650, + "estimated_input_tokens": 11663, + "estimated_eval_tokens": 23582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous PRs with one true duplicate pair: two nearly identical fixes for `fixed_cross_entropy` kwargs. The rest are weak title-level similarities across unrelated model additions, docs, or refactors and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43254 is the cleanest representative of the only true duplicate pair: it directly adds supported kwargs to `fixed_cross_entropy`, has the explicit issue target, and matches the same code path as #43251.", + "best_issue_reason": null, + "best_pr_reason": "PR #43254 is the best global representative because it is the most focused, issue-linked implementation of the actual duplicated fix; the other PRs in this set are unrelated despite superficial similarity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model addition vs. Executorch dynamic-shape test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated PRs: Mistral tokenizer methods vs. adding MobileLLM." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fix and Executorch export test are different changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness changes are unrelated to a new model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss helper kwargs fix is unrelated to MobileLLM model scaffolding." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Same broad repo area is not enough; loss utility fix and Mistral4 test fixes are different bugs." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45919", + "accept": false, + "reason": "Executorch dynamic-shape test and Sapiens2 model addition are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45899", + "accept": false, + "reason": "Executorch export testing and continuous batching docs are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Different targets: exportability test vs. Mistral4 test/model integration work." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "No shared bug/change; export test vs. MobileLLM addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition and `cls.config` resolution fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45922", + "accept": false, + "reason": "MobileLLM addition and vision-model cache leak fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition and Falcon refactor are different model changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor and Mistral4 test fix do not address the same concrete bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill PR are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45899", + "accept": false, + "reason": "Falcon model refactor and docs for continuous batching decode fast path are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45899", + "accept": false, + "reason": "Mistral4 test fixes and decode-fast-path docs are unrelated; shared similarity is only broad infra/model context." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm` renaming are different bugs and code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 tests and docs for audio/video processors are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config-resolution ordering are unrelated." + }, + { + "left": "pull_request:45170", + "right": "pull_request:45899", + "accept": false, + "reason": "Weight-renaming cleanup and decode-fast-path docs are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fix and model-creation skill PR are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM addition and model-creation skill are unrelated." + }, + { + "left": "pull_request:45213", + "right": "pull_request:45899", + "accept": false, + "reason": "Model-creation skill and decode-fast-path docs are unrelated." + }, + { + "left": "pull_request:45795", + "right": "pull_request:45899", + "accept": false, + "reason": "Docs for audio/video processors and decode-fast-path docs are different documentation changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM addition and processor docs update are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45899", + "accept": false, + "reason": "MobileLLM addition and decode-fast-path docs are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45922", + "accept": false, + "reason": "Mistral4 tests and vision lru-cache leak fix are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "True duplicate: both modify `src/transformers/loss/loss_utils.py` to pass supported kwargs through `fixed_cross_entropy` to `nn.functional.cross_entropy`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted 43251/43254 pair is the only clearly mergeable same-bugfix duplicate, and the other soft-edge rejections are appropriately treated as unrelated or only superficially similar." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 28, + "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": "f7f0c169e233bf4bf6fda03535c7e51c604cc77899d171200e33cfcd978ac56c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are VibeVoice-related, but they are not the same change: #40546 implements the base VibeVoice model, while #42781 extends VibeVoice with realtime/acoustic-tokenizer work and additional generation/model plumbing. The overlap is mostly shared infrastructure, not a single duplicate fix or feature.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the better canonical PR because it is the earlier, broader base VibeVoice implementation and is closer to the core model bring-up that the later PR builds on.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best representative PR for the cluster: it is the main VibeVoice implementation, has substantial review activity, and is not a draft.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: these are related VibeVoice features, but not the same concrete code-path change. #40546 brings up VibeVoice itself; #42781 adds realtime-specific support plus an acoustic tokenizer and extra generation changes, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 28, + "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": "e1b06ed09717aca7a00352a8053fb13e278d77f18ff485c907cf3281f616a914", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated feature additions in different model families, so this is not a duplicate cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes: TimesFM covariate forecasting vs. DINOv3 image classification support. They touch unrelated code paths and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "11ae9d3e39e46e3a1eec16590aa810135a766cf3168076c78c2b955fd7e3523b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate pull requests adding different models (DeepSeekOCR, Isaac, and Kimi2-6). They share only the usual Transformers boilerplate around docs and auto-mapping files, so they are not duplicates or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45630 is the strongest representative of the cluster only in the sense that it has the most review activity and broadest model-integration surface, but it is still a distinct Kimi2-6 addition rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and different code paths: DeepSeekOCR vs Isaac. Shared auto-registration/docs files are boilerplate for new-model additions, not evidence of the same fix/change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "These add unrelated models (Isaac vs Kimi2-6). Overlap in model registry and docs is expected for separate integrations and is too broad to treat as one underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 28, + "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": "1a0dab776a6b016ed600fd77c2bb052e519a9a8c4bcf0797a5ed0ce756640d9c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are dependency-version bump sweeps in GitHub Actions workflows, but they target different action families and different maintenance goals: one is specifically for Node 24 compatibility of core actions, the other upgrades docker/build-push-action. They are related at the workflow-maintenance level, but not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the better canonical representative because its title and diff clearly describe a concrete compatibility-driven upgrade across many workflows, making it the more specific and central change in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best overall representative: it has the clearest problem statement, broader workflow coverage, and a more concrete maintenance target than the more generic latest-version bump in #42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are GitHub Actions version upgrades, but they change different actions and different code paths. #42975 updates checkout/cache/upload-artifact for Node 24 compatibility; #42976 updates docker/build-push-action. They are not the same concrete fix and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 28, + "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:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "454a7e364cefe1519c2cf573123e9c03f2a25fe4369fc01532b2ee9e18462b7d", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23543, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23543, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated additions across different models/subsystems; the similarity is mostly from shared Transformers boilerplate and docs/auto-registration files, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must represent the set, 43451 is the strongest standalone candidate because it is a large, cohesive model-addition PR with the most review activity and the broadest implementation surface.", + "best_issue_reason": null, + "best_pr_reason": "43451 is the best standalone PR here: it appears comparatively complete and well-reviewed, but it is not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto files are generic scaffolding, not the same fix/change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. Same broad Transformers integration patterns, but not one underlying bug or mergeable change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions: ViT NEPA vs CTSM. Overlap is only in generic model-registration/docs files." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related names but distinct model families with separate codepaths and files; not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model integrations; shared auto/docs edits are too broad to indicate duplication." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are distinct model additions with different implementation details and targets." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2Audio adds an audio model, while PP-OCRv6 adds text recognition models; different domains and codepaths." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel runtime support is a distributed loading change, not the same as adding OCR model support." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6 are different model families and separate integration efforts, despite shared boilerplate files." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "e0ab4169e723ce3fa65213534d29e34ed3c40858fd0aba3ba6b52347b32351ab", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs do not look like duplicates: one is a Whisper tokenizer/test fix, one is a test-only patch with placeholder assertions, and one is a separate FP8 dequantization fix. They touch different subsystems and address different code paths.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:44815 is the strongest standalone candidate: it has a coherent implementation fix in loading/FP8 quantization code, whereas the others are narrower test-oriented changes with weak or noisy diffs.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:44815 is the most substantive and clearly scoped fix in the set; it is the best representative if one PR must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-focused, but they target different models and different failures; the diffs do not indicate the same underlying bug or mergeable change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test changes are unrelated to FP8 dequant/loading changes; no shared code path or concrete duplicate bug is visible." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT test edits are unrelated to the FP8 quantization/dequantization implementation fix, so these are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "e602f29816038f192f3238eee35a60498d0d0658c59dadc66c08c932173cbaed", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4562, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open test/demo PRs: one touches packaging/versioning and a Vit test, while the other changes CI/workflow and utility files. They only overlap on a shared test filename, not on the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the two PRs are not duplicates and do not fix the same concrete problem; they only share a broad test file and are both '[don't merge]' style validation/demo changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the better representative only because it is the larger, more system-level change, but it still should not be treated as a duplicate of 43488.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: these PRs address different concerns. 43488 changes setup/version/dependency metadata and a Vit test, while 43532 rewires CI/workflow and notification/testing utilities. Shared test-file overlap is not enough to indicate 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": 10, + "component_count": 28, + "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": "5de78cd7792db62060fbba0a998d11415b2badc4c76fa9e13aba9af9a2083831", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two similarly structured PRs add different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share docs/scaffolding, but they are not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "Neither PR is a canonical duplicate of the other; they implement different pipeline features for different segmentation tasks.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a better dedupe representative here, since the PRs target different code paths and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: these are distinct features (concept vs visual segmentation). The overlap is mostly shared docs/config/pipeline scaffolding, not the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 28, + "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": "a5005858f7500487883c76673bd732651fe985d349917c5dd4a2ed769ccb7deb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs touch the same file but address different trainer extension points: one changes gradient-accumulation loss scaling, the other adds a reusable signature-column helper for column filtering. They are not duplicates and should not be merged into one change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43663 is the better representative of the cluster because it cleanly extracts a reusable trainer helper with an explicit override hook; PR 43651 is a separate, narrower loss-scaling change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43663 is the stronger standalone PR for the cluster: it has a clear refactor boundary, a specific customization point, and a more self-contained behavior change than the gradient-scaling tweak in 43651.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file and same trainer class, but different code paths and goals: one fixes GA loss normalization, the other refactors signature-column inspection for column filtering. They are not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 28, + "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-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "f6626ba4f1125e30c3bf41a31d11523b210bbf0b0bec0ec3878904644b8ce820", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR 43842 is the strongest representative for the concrete TypeAdapter/pydantic NameError fix in `src/transformers/cli/serve.py`. PR 43836 looks closely related and likely duplicates the same runtime-import issue, while PR 43656 is broader and not supported well enough to treat as the same exact fix.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most targeted fix: it explicitly moves `TypeAdapter` behind `TYPE_CHECKING` and stringifies the annotation at the call site, directly addressing the reported NameError with minimal scope.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best cluster anchor because it cleanly matches the concrete failure mode and has the smallest, most specific change set among the candidates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Too little concrete evidence that this broader annotation-focused change fixes the same exact TypeAdapter/pydantic NameError; it also targets a different issue and appears more general than the specific runtime import fix." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both changes are in `cli/serve.py` and directly address the same TypeAdapter NameError by deferring runtime evaluation of the annotation/import path, so they look like duplicates of the same bug fix." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary overstates the evidence for PR 43656. The packet only shows shared-file/soft-similarity evidence for 43656 vs 43842, and 43656 is linked to a different issue target (43576) with a broader annotation-related diff preview; there is not enough concrete support to assert it fixes the same TypeAdapter/pydantic NameError. The 43836\u219443842 pairing is more grounded, but the 43656 pairing is not conservative enough, so I can\u2019t accept the cluster as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 28, + "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": 14, + "component_count": 28, + "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:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "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:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "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": "89dfac3f6eaa5e43ddfeb3c3df6e3ffb0d8b1133ea18bff8f90db8e929aafdec", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75094, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of separate model-specific output-tracing refactors, not one big duplicate set. There are two clear duplicate subclusters: GPT-J/CodeGen (44066, 44085, 44722) and GPT-Neo (44018, 44068). The rest are different model code paths and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "44722 is the best canonical PR for the main GPT-J/CodeGen subgroup: it is the broadest representative of that concrete output-tracing refactor, with overlapping GPT-J/CodeGen files and an explicit issue link. The GPT-Neo pair forms a separate duplicate subcluster, so 44722 is canonical only for the GPT-J/CodeGen side of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest single PR representative overall, but only for the GPT-J/CodeGen duplicate subgroup. It best captures the shared code-path change there, while the GPT-Neo duplicates should be handled as a separate subgroup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same output-tracing umbrella is not enough to merge them as duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet vs DeBERTa V2; unrelated concrete refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing code path; 44066 is a broader variant that plausibly subsumes 44085." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models and different implementations; not the same underlying change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; only share the generic refactor theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen work vs EfficientNet work; different code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa V2 are unrelated model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; similar pattern, different concrete fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; different model implementation and change set." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target the same GPT-Neo output-tracing refactor in the same file; these look like duplicate variants." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet refactor and GPT-J/CodeGen refactor are unrelated despite similar decorator wording." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; different model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; same initiative, different concrete change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo refactor is separate from the GPT-J/CodeGen refactor." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 output tracing vs MGP-STR output tracing; not mergeable as one fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; only broad refactor similarity." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer vs LongT5; unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are different models with different output handling." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBert; same umbrella only." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert/XLM; not the same concrete change." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM; different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are distinct implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different models and different fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBert; same pattern, different concrete fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate model-specific changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; not the same underlying bug." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa V2; different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 and TextNet are unrelated model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; different models and different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; related theme but not the same concrete change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are unrelated model refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; different implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; not the same underlying bug or change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated output-tracing refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT-2; different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are different concrete refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 vs GPT-Neo; same theme, different code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "Segformer and GPT-Neo are unrelated model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa V2 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 and TextNet are different model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor with overlapping concrete files; 44722 is the strongest representative." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch the same GPT-J output-tracing code path; 44722 subsumes the narrower GPT-J variant." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "Different model-specific output-tracing refactors; not the same fix." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 and SpeechT5 are different implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 vs ViTS; same umbrella pattern but different code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is not fully grounded: the packet also supports a separate clear duplicate subcluster for GPT-Neo (pull_request:44018 and pull_request:44068), so it is overstated to say the only duplicate subcluster is GPT-J/CodeGen. The GPT-J/CodeGen representative choice of 44722 looks reasonable, but the overall cluster description should acknowledge the GPT-Neo duplicates as well." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 28, + "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": "940e277c31e9a8e2ab6928ec432fe0273b43c7bbdcaa6dbed1721a6d69e2050c", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84898, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 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 all participate in a broad repository-wide migration to standardized output tracing/capture, but they are model-specific refactors touching different architectures and code paths. They should not be treated as duplicates of one another.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the clearest representative of the pattern because it has an explicit issue link and a focused output-tracing refactor, but it is still only one model-specific instance of a broader migration.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best single representative of the cluster theme, but there is no true duplicate-worthy canonical PR because each change is scoped to a different model implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-capture migrations, but FocalNet and ImageGPT are different model implementations with distinct forward paths; not the same concrete change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor pattern, but VisualBert and TextNet are different models and the diffs target different code paths; too broad to merge as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both modernize output tracing, but MPNet and VisualBert are separate architectures with different tracing hooks and output structures." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model codepaths and different refactor details; this is a shared migration theme, not a duplicate fix/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; the PRs only share the generic output-tracing modernization pattern." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both refactor output handling, but they apply to different models and do not appear to fix the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 28, + "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": "b075c75c5968dfd0d3142d250e86d4dc6cee4aa01e4bf113918346ff9a2f23af", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40168, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40168, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "A cluster of independent PRs that all refactor output tracing in different model implementations. They share the same broad theme, but they are not duplicates because they target different code paths and model families.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the strongest representative: it is the broadest refactor in the set, touches multiple related model files, and introduces the shared output-capturing machinery used by this tracing work.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best overall exemplar of the cluster because it most clearly shows the common output-tracing refactor pattern and has the widest scope among the candidates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model implementations and call paths; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different models and code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Same broad subsystem, but separate model-specific refactors, so not duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Related tracing cleanup, but these are different model files and different concrete fixes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Both touch output handling, but in different model architectures and implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Same refactor pattern, but separate model-specific changes; not one mergeable PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "They share the tracing refactor theme, but target different models and code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Similar output-tracing cleanup, but on different model families and not the same bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are tracing refactors, but they are distinct architecture-specific implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Same broad area, but different encoder-decoder model code; not a duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "These are separate model refactors with different forward paths, so they are not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Same high-level refactor type, but different models and concrete edits." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Related output-tracing work, but the affected code paths are different enough that these would not be one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are output tracing refactors, but they target unrelated model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Similar theme, but separate model-specific tracing updates; not duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and different concrete code changes, despite the shared refactor theme." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Both touch output handling, but in different model code paths and with different refactors." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Same general tracing cleanup, but these are distinct model implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "They are not the same underlying bug/change; only the refactor style matches." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Both are tracing refactors, but they target different models and cannot plausibly be merged into one PR." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different code paths and different refactor scopes; not a duplicate fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Shared output-tracing theme only; the actual model code and behavior changes differ." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "These touch different models and different output semantics, so they are not the same change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Same subsystem theme, but the code paths are unrelated and not mergeable as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Both mention tracing/output handling, but they are separate model-specific refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are output-tracing refactors, but they are for different encoder-decoder wrappers and different files." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Similar refactor pattern, but different model families and forward paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Not the same underlying change; only the output-tracing cleanup theme overlaps." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "These are distinct model refactors, not one concrete bug fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Same broad tracing refactor idea, but separate model-specific code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations; the shared pattern is too broad to be duplicate evidence." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder refactors, but they are still separate model-specific changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Related output handling changes, but not the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and different forward signatures; not a duplicate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Same general refactor style, but distinct models and code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "These are separate model-specific output-tracing changes, not one issue." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code and behavior; the similarity is only thematic." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Both refactor model outputs, but in unrelated architectures and implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Not the same concrete code-path problem; just a similar refactor pattern." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model-specific tracing changes; too broad to treat as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 28, + "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-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "b5f86e0d5b074d6f5a851a5bcd515f4cc305ac91425e4d8ad37023615f31c8a1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share Transformers boilerplate and auto-registration files, but they target different models and codepaths, so they are not duplicates.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: there are no issue artifacts in the cluster, and the PRs are about different model integrations.", + "canonical_pr_reason": "No canonical PR for deduping: each PR adds a different model family with its own configuration/modeling/processing code.", + "best_issue_reason": "No issue candidate present.", + "best_pr_reason": "PR 45075 is the strongest standalone PR: it is more complete, has an explicit issue target, and includes a conversion script plus broader model/test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS) with distinct files and behaviors; shared auto/doc boilerplate is not enough to treat them as the same change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model integrations (PenguinVL vs DeepSeek-OCR-2); they touch similar registration plumbing but implement unrelated models and codepaths." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are separate model families with different model logic, processing, and tests, so they are not the same underlying fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 28, + "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": "28353579dff7465bd08e240e8b1f5040e488d5ec36d8fb973363a074fa239622", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are about model/module fusion, but they target different layers of the stack: PR 44979 introduces a new Module Fusion API, while PR 45363 implements n-to-1 kernel fusion through KernelConfig and integration changes. They are related in theme but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the more concrete and complete fusion change: it wires fusion through modeling, integration, and KernelConfig paths, whereas PR 44979 is a new API surface and helper module. If one PR should represent the cluster, 45363 is the better anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the strongest representative of the cluster because it changes the actual runtime code path for fusion and includes a usage example, making it more substantial and central than the API-only scaffolding in 44979.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related feature area, but not the same bug/change: 44979 adds a Module Fusion API and test scaffold, while 45363 implements n-to-1 kernel fusion via KernelConfig and modifies different runtime integration points. They 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": 18, + "component_count": 28, + "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": "1e79a20410b04dd3909704f328d6cec58cd677fda0ef30f63a30af18a39aa4a5", + "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 fix the same Mistral pre-tokenizer AttributeError by switching from backend_tokenizer.pre_tokenizer to tokenizer.pre_tokenizer in the same code path; the second PR appears to be a fuller version with tests, so they are duplicate-fix candidates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR because it addresses the same bug as #45086 but is more complete, with an added regression test and more discussion/activity.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best representative of this cluster: same concrete fix, same target issue, and it includes test coverage beyond the smaller earlier patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Both PRs make the same code change in src/transformers/tokenization_utils_tokenizers.py to fix the same AttributeError in _patch_mistral_regex; the later PR simply adds tests, so they could plausibly be merged 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": 19, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "d6e06a85f81c3681d98740785adbe0b9db9bd6b6f8e8b5f9b927e7de9ebbb53a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH architecture refactors, but they are not the same PR-level change: one is a conversion/inheritance refactor, the other is a broader model split into NemotronH Dense/Sparse with docs and tests. I would not deduplicate them.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the more complete and user-facing implementation: it introduces the Dense/Sparse model variants, updates auto-mapping, docs, and tests, so it better represents the end-state change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative of the cluster because it covers the full NemotronH restructuring rather than just the intermediate inheritance/conversion refactor in 45115.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same concrete change. 45115 focuses on inheritance/conversion mapping and internal renames, while 45569 splits NemotronH into Dense/Sparse variants with additional docs/tests; they could coexist as separate PRs." + } + ] + }, + "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": 28, + "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": "6b0537aaf535d1f5dba284e5720fe3b94b6fe456651d475fa3cb40e5f57162e5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same heterogeneous-config feature area, but they are not duplicates: one adds per-layer config support, the other adds broader per-layer modeling/cache integration.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better cluster representative because it is the broader, more feature-complete change and sits on top of the config groundwork, touching the core modeling/caching paths.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest single representative of the cluster because it covers the full heterogeneous-model support surface rather than only config plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete bug/change: #45333 adds heterogeneous per-layer config support, while #45332 adds broader heterogeneous model and cache behavior. They could be sequenced, but they are not the same PR-worthy fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 28, + "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": "f7a626ae9499246ae46d58f14ae927910cc19e0e66c0812a9031706c666f67f5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both artifacts are typing-related, but they are not the same change: one is a broad type-checking sweep across many `src/transformers/*` files with a pyproject ignore tweak, while the other is a more focused typing-protocol update around `_typing.py`, `modeling_utils`, and related helpers. They should not be deduplicated.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, concrete typing change: it adds shared typing protocols/aliases and updates the specific code paths that need them, rather than a broad mechanical type-checking sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative PR for this cluster because it captures the core typing-shim work in a self-contained way, whereas PR 45415 is a larger repo-wide typing pass with mixed-file mechanical edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing theme and a few overlapping files are not enough; 45415 is a broad type-checking cleanup across many modules, while 45425 adds specific typing protocols/aliases and targeted integrations. They are different scopes and not the same concrete 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": 22, + "component_count": 28, + "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-45487-3", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45843" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45817|pull_request:45843" + ], + "prepared_review_unit_hash": "f70f311331d3ecc0aab9af19627b6f627ce98266875ee93d1508edebd0330e18", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7563, + "estimated_input_tokens": 1891, + "estimated_eval_tokens": 4038 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7563, + "estimated_input_tokens": 1891, + "estimated_eval_tokens": 4038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate pull requests that all address model-parallel / device-placement bugs, but in different model families and code paths. They are thematically similar, not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45817 is the strongest standalone fix: it targets a concrete Gemma4 model-parallel bug, updates the relevant no-split/device handling, and includes a focused test file. The other PRs are similarly valid but for different models, so none is a better duplicate canonical than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Both are model-parallel fixes, but they affect different architectures and code paths: AltCLIP/ChineseCLIP versus Deimv2. The shared theme is too broad to treat as the same underlying bug or merge into one PR." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "Gemma4 and Deimv2 have different parallelization issues in different model implementations. Similar symptom, but not the same concrete bug or 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": 23, + "component_count": 28, + "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": "c399be9cd1192047a8e4a99ec895fea3780210e08df158581f44bf0b762d2548", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to expert-parallel loading, but they fix different bugs: 45548 addresses EP + DeepSpeed ZeRO-3 loading/config serialization, while 45662 fixes experts being overwritten during EP + FSDP2/rank-0 broadcast. They should remain separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "45662 is the stronger representative of the cluster topic because it targets a specific, concrete overwrite bug in the EP/FSDP2 code path with a focused fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different failure modes and code paths: 45548 is about ZeRO-3/accelerate loading and config handling, while 45662 fixes expert parameters being overwritten under FSDP2/rank-0 broadcast. Shared EP/modeling_utils context is not enough to merge them." + } + ] + }, + "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": 28, + "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": "79bd36fef7e9ef36eb4eae2de2e52e34400db4a19f7aa0ec7706cd28683e23be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist collision problem around captured_info artifacts in testing_utils; 45645 is the broader, more complete fix and can subsume 45639.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it addresses the same captured_info xdist collision bug but also updates CI log collection, making it the more complete end-to-end fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the best standalone PR: it fixes the core artifact collision in code and also preserves CI debug log aggregation for the new per-worker files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying xdist collision in captured_info handling; 45645 appears to extend the same fix rather than address a different 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": 25, + "component_count": 28, + "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-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 28, + "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-45858-2", + "nodes": [ + "pull_request:45858", + "pull_request:45890" + ], + "soft_pairs": [ + "pull_request:45858|pull_request:45890" + ], + "prepared_review_unit_hash": "42cc5fc1abc9ba885b89bd2dcc4ad00f52d3b8dce325d41877cf62101addee7a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4139, + "estimated_input_tokens": 1035, + "estimated_eval_tokens": 2326 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4139, + "estimated_input_tokens": 1035, + "estimated_eval_tokens": 2326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two independent test-only XPU expectation PRs for different model families. They look similar at a high level, but they address separate model-specific golden outputs and are not the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45890 is the better representative because it includes the XPU determinism guard plus updated expectations, making it the more complete example of the pattern in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45890 is the strongest standalone candidate since it addresses a concrete XPU test adjustment in a self-contained way; PR 45858 is similarly scoped but narrower and unrelated in model scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45858", + "right": "pull_request:45890", + "accept": false, + "reason": "Both are XPU expectation updates, but for different model test files and different logits; they do not fix the same code-path problem and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 28, + "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-45861-2", + "nodes": [ + "pull_request:45861", + "pull_request:45903" + ], + "soft_pairs": [ + "pull_request:45861|pull_request:45903" + ], + "prepared_review_unit_hash": "eec454b24656c4fbbb53a12e5422cb93c7688bfe6c4988c868967296029fb31d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5529, + "estimated_input_tokens": 1383, + "estimated_eval_tokens": 3022 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5529, + "estimated_input_tokens": 1383, + "estimated_eval_tokens": 3022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the Qwen3-VL family M-RoPE path, and 45903 subsumes the device-mismatch fix from 45861 while adding the meta/to_empty re-init handling. They are closely related enough to treat as the same underlying change cluster, with 45903 as the broader canonical PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45903 is the more complete and newer fix: it includes the same inv_freq device placement change as 45861 and additionally addresses meta -> to_empty re-initialization in the same code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 45903 is the best representative because it covers the shared bug plus the extra lifecycle fix, so it is the most complete single PR for the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45861", + "right": "pull_request:45903", + "accept": true, + "reason": "Accept: 45903 contains the exact device-mismatch fix from 45861 and extends it with closely related M-RoPE initialization handling in the same Qwen3-VL family code paths, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/manifest.json b/snapshots/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d3180d485f1e3cef3eee5d6773dcc48895e6d301 --- /dev/null +++ b/snapshots/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260513t000101z", + "artifacts": { + "hybrid": "snapshots/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-13T00:09:44Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260513T000101Z", + "variant": "hybrid" +} diff --git a/snapshots/20260513T000101Z/manifest.json b/snapshots/20260513T000101Z/manifest.json index 179e4fa14e1aff4c55dc2cf53cc5498ec4baec5d..993aadc66c9151fa4fa7f6517beae86e6615ba3e 100644 --- a/snapshots/20260513T000101Z/manifest.json +++ b/snapshots/20260513T000101Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 577 }, "extracted_at": "2026-05-13T00:01:01Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260513t000101z", + "runs": { + "hybrid-model-20260513t000101z": { + "analysis_id": "hybrid-model-20260513t000101z", + "artifacts": { + "hybrid": "snapshots/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260513T000101Z/analysis-runs/hybrid-model-20260513t000101z/manifest.json", + "model": null, + "published_at": "2026-05-13T00:09:44Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260513T000101Z", "watermark": {